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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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"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\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BLHTX7V6\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\"},\n{\"price\": \"$395.99\"},\n{\"bullet_list\": \"MELAMINE SURFACE: Cook in peace knowing that your work space won\\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Faux Black Stone and White\"}],\n\"promotion_items\": [{\"title\": \"Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar\", \"asin\": \"B01FLRV1LI\", \"price\": \"$280.99\", \"quantity\": \"\"},\n{\"title\": \"Linon Kitchen Island, Gray\", \"asin\": \"B07FDJY5ZC\", \"price\": \"$117.06\", \"quantity\": \"\"},\n{\"title\": \"HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray\", \"asin\": \"B071169MWP\", \"price\": \"$183.31\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MrBallen Podcast: Strange, Dark & Mysterious Stories\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Murder, Mystery & Makeup\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black\", \"asin\": \"B0DY75TZLJ\", \"price\": \"$281.20\", \"quantity\": \"\"},\n{\"title\": \"Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...\", \"asin\": \"B0DX72YL1W\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...\", \"asin\": \"B0F2HTR2YC\", \"price\": \"$429.90\", \"quantity\": \"\"},\n{\"title\": \"36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...\", \"asin\": \"B0D53S9HQC\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"ECACAD 84.5\\\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room\", \"asin\": \"B0CW56598Z\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"4 EVER WINNER Kitchen Island with Trash Can Storage, 52\\\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray\", \"asin\": \"B0F1CNQ1B1\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\"},\n{\"title\": \"FUSUNBAO\\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\"},\n{\"title\": \"homary\\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\"},\n{\"title\": \"Tribesigns\\u00a055\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"B0DCF8C2RN\", \"price\": \"$208.99\"},\n{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux White Marble and White\", \"asin\": \"B0BLHTS71W\", \"price\": \"$404.99\"},\n{\"title\": \"South Shore\\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White\", \"asin\": \"B0C35DYPT3\", \"price\": \"$238.37\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:08:14.484Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-16T22:08:14.484Z
click
review
rule
train
2,700
2025-04-16T22:08:14.484Z
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": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"} {"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"} {"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"} {"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"} {"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"} {"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "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": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$167.89", "quantity": "1"}], "product_details": [{"asin": "B0BLHTX7V6"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White"}, {"price": "$395.99"}, {"bullet_list": "MELAMINE SURFACE: Cook in peace knowing that your work space won\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Faux Black Stone and White"}], "promotion_items": [{"title": "Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar", "asin": "B01FLRV1LI", "price": "$280.99", "quantity": ""}, {"title": "Linon Kitchen Island, Gray", "asin": "B07FDJY5ZC", "price": "$117.06", "quantity": ""}, {"title": "HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray", "asin": "B071169MWP", "price": "$183.31", "quantity": ""}, {"title": "Crime Junkie", "asin": "", "quantity": ""}, {"title": "Dateline NBC", "asin": "", "quantity": ""}, {"title": "Morbid", "asin": "", "quantity": ""}, {"title": "MrBallen Podcast: Strange, Dark & Mysterious Stories", "asin": "", "quantity": ""}, {"title": "20/20", "asin": "", "quantity": ""}, {"title": "Murder, Mystery & Makeup", "asin": "", "quantity": ""}, {"title": "YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black", "asin": "B0DY75TZLJ", "price": "$281.20", "quantity": ""}, {"title": "Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...", "asin": "B0DX72YL1W", "price": "$289.99", "quantity": ""}, {"title": "82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...", "asin": "B0F2HTR2YC", "price": "$429.90", "quantity": ""}, {"title": "36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...", "asin": "B0D53S9HQC", "price": "$209.99", "quantity": ""}, {"title": "ECACAD 84.5\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room", "asin": "B0CW56598Z", "price": "$299.99", "quantity": ""}, {"title": "FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black", "asin": "B0DHFZT4NW", "price": "$299.99", "quantity": ""}, {"title": "4 EVER WINNER Kitchen Island with Trash Can Storage, 52\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray", "asin": "B0F1CNQ1B1", "price": "$299.99", "quantity": ""}], "comparison_items": [{"title": "South Shore\u00a0Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99"}, {"title": "FUSUNBAO\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black", "asin": "B0DHFZT4NW", "price": "$299.99"}, {"title": "homary\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table", "asin": "B0DL5V7MHN", "price": "$1,699.99"}, {"title": "Tribesigns\u00a055\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown", "asin": "B0DCF8C2RN", "price": "$208.99"}, {"title": "South Shore\u00a0Myro Kitchen Island, Faux White Marble and White", "asin": "B0BLHTS71W", "price": "$404.99"}, {"title": "South Shore\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White", "asin": "B0C35DYPT3", "price": "$238.37"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-16T22:08:14.484Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-16T22:08:14.484Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T22:08:14.484Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2700, "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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"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\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BLHTX7V6\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\"},\n{\"price\": \"$395.99\"},\n{\"bullet_list\": \"MELAMINE SURFACE: Cook in peace knowing that your work space won\\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Faux Black Stone and White\"}],\n\"promotion_items\": [{\"title\": \"Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar\", \"asin\": \"B01FLRV1LI\", \"price\": \"$280.99\", \"quantity\": \"\"},\n{\"title\": \"Linon Kitchen Island, Gray\", \"asin\": \"B07FDJY5ZC\", \"price\": \"$117.06\", \"quantity\": \"\"},\n{\"title\": \"HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray\", \"asin\": \"B071169MWP\", \"price\": \"$183.31\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MrBallen Podcast: Strange, Dark & Mysterious Stories\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Murder, Mystery & Makeup\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black\", \"asin\": \"B0DY75TZLJ\", \"price\": \"$281.20\", \"quantity\": \"\"},\n{\"title\": \"Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...\", \"asin\": \"B0DX72YL1W\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...\", \"asin\": \"B0F2HTR2YC\", \"price\": \"$429.90\", \"quantity\": \"\"},\n{\"title\": \"36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...\", \"asin\": \"B0D53S9HQC\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"ECACAD 84.5\\\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room\", \"asin\": \"B0CW56598Z\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"4 EVER WINNER Kitchen Island with Trash Can Storage, 52\\\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray\", \"asin\": \"B0F1CNQ1B1\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\"},\n{\"title\": \"FUSUNBAO\\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\"},\n{\"title\": \"homary\\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\"},\n{\"title\": \"Tribesigns\\u00a055\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"B0DCF8C2RN\", \"price\": \"$208.99\"},\n{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux White Marble and White\", \"asin\": \"B0BLHTS71W\", \"price\": \"$404.99\"},\n{\"title\": \"South Shore\\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White\", \"asin\": \"B0C35DYPT3\", \"price\": \"$238.37\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:08:14.484Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"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\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BLHTX7V6\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\"},\n{\"price\": \"$395.99\"},\n{\"bullet_list\": \"MELAMINE SURFACE: Cook in peace knowing that your work space won\\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Faux Black Stone and White\"}],\n\"promotion_items\": [{\"title\": \"Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar\", \"asin\": \"B01FLRV1LI\", \"price\": \"$280.99\", \"quantity\": \"\"},\n{\"title\": \"Linon Kitchen Island, Gray\", \"asin\": \"B07FDJY5ZC\", \"price\": \"$117.06\", \"quantity\": \"\"},\n{\"title\": \"HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray\", \"asin\": \"B071169MWP\", \"price\": \"$183.31\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MrBallen Podcast: Strange, Dark & Mysterious Stories\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Murder, Mystery & Makeup\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black\", \"asin\": \"B0DY75TZLJ\", \"price\": \"$281.20\", \"quantity\": \"\"},\n{\"title\": \"Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...\", \"asin\": \"B0DX72YL1W\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...\", \"asin\": \"B0F2HTR2YC\", \"price\": \"$429.90\", \"quantity\": \"\"},\n{\"title\": \"36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...\", \"asin\": \"B0D53S9HQC\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"ECACAD 84.5\\\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room\", \"asin\": \"B0CW56598Z\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"4 EVER WINNER Kitchen Island with Trash Can Storage, 52\\\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray\", \"asin\": \"B0F1CNQ1B1\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\"},\n{\"title\": \"FUSUNBAO\\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\"},\n{\"title\": \"homary\\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\"},\n{\"title\": \"Tribesigns\\u00a055\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"B0DCF8C2RN\", \"price\": \"$208.99\"},\n{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux White Marble and White\", \"asin\": \"B0BLHTS71W\", \"price\": \"$404.99\"},\n{\"title\": \"South Shore\\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White\", \"asin\": \"B0C35DYPT3\", \"price\": \"$238.37\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:08:33.711Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-16T22:08:33.711Z
click
review
rule
train
2,701
2025-04-16T22:08:33.711Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"} {"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"} {"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"} {"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"} {"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"} {"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "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": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$167.89", "quantity": "1"}], "product_details": [{"asin": "B0BLHTX7V6"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White"}, {"price": "$395.99"}, {"bullet_list": "MELAMINE SURFACE: Cook in peace knowing that your work space won\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Faux Black Stone and White"}], "promotion_items": [{"title": "Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar", "asin": "B01FLRV1LI", "price": "$280.99", "quantity": ""}, {"title": "Linon Kitchen Island, Gray", "asin": "B07FDJY5ZC", "price": "$117.06", "quantity": ""}, {"title": "HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray", "asin": "B071169MWP", "price": "$183.31", "quantity": ""}, {"title": "Crime Junkie", "asin": "", "quantity": ""}, {"title": "Dateline NBC", "asin": "", "quantity": ""}, {"title": "Morbid", "asin": "", "quantity": ""}, {"title": "MrBallen Podcast: Strange, Dark & Mysterious Stories", "asin": "", "quantity": ""}, {"title": "20/20", "asin": "", "quantity": ""}, {"title": "Murder, Mystery & Makeup", "asin": "", "quantity": ""}, {"title": "YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black", "asin": "B0DY75TZLJ", "price": "$281.20", "quantity": ""}, {"title": "Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...", "asin": "B0DX72YL1W", "price": "$289.99", "quantity": ""}, {"title": "82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...", "asin": "B0F2HTR2YC", "price": "$429.90", "quantity": ""}, {"title": "36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...", "asin": "B0D53S9HQC", "price": "$209.99", "quantity": ""}, {"title": "ECACAD 84.5\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room", "asin": "B0CW56598Z", "price": "$299.99", "quantity": ""}, {"title": "FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black", "asin": "B0DHFZT4NW", "price": "$299.99", "quantity": ""}, {"title": "4 EVER WINNER Kitchen Island with Trash Can Storage, 52\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray", "asin": "B0F1CNQ1B1", "price": "$299.99", "quantity": ""}], "comparison_items": [{"title": "South Shore\u00a0Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99"}, {"title": "FUSUNBAO\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black", "asin": "B0DHFZT4NW", "price": "$299.99"}, {"title": "homary\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table", "asin": "B0DL5V7MHN", "price": "$1,699.99"}, {"title": "Tribesigns\u00a055\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown", "asin": "B0DCF8C2RN", "price": "$208.99"}, {"title": "South Shore\u00a0Myro Kitchen Island, Faux White Marble and White", "asin": "B0BLHTS71W", "price": "$404.99"}, {"title": "South Shore\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White", "asin": "B0C35DYPT3", "price": "$238.37"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-16T22:08:33.711Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-16T22:08:33.711Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T22:08:33.711Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2701, "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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"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\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BLHTX7V6\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\"},\n{\"price\": \"$395.99\"},\n{\"bullet_list\": \"MELAMINE SURFACE: Cook in peace knowing that your work space won\\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Faux Black Stone and White\"}],\n\"promotion_items\": [{\"title\": \"Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar\", \"asin\": \"B01FLRV1LI\", \"price\": \"$280.99\", \"quantity\": \"\"},\n{\"title\": \"Linon Kitchen Island, Gray\", \"asin\": \"B07FDJY5ZC\", \"price\": \"$117.06\", \"quantity\": \"\"},\n{\"title\": \"HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray\", \"asin\": \"B071169MWP\", \"price\": \"$183.31\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MrBallen Podcast: Strange, Dark & Mysterious Stories\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Murder, Mystery & Makeup\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black\", \"asin\": \"B0DY75TZLJ\", \"price\": \"$281.20\", \"quantity\": \"\"},\n{\"title\": \"Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...\", \"asin\": \"B0DX72YL1W\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...\", \"asin\": \"B0F2HTR2YC\", \"price\": \"$429.90\", \"quantity\": \"\"},\n{\"title\": \"36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...\", \"asin\": \"B0D53S9HQC\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"ECACAD 84.5\\\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room\", \"asin\": \"B0CW56598Z\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"4 EVER WINNER Kitchen Island with Trash Can Storage, 52\\\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray\", \"asin\": \"B0F1CNQ1B1\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\"},\n{\"title\": \"FUSUNBAO\\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\"},\n{\"title\": \"homary\\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\"},\n{\"title\": \"Tribesigns\\u00a055\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"B0DCF8C2RN\", \"price\": \"$208.99\"},\n{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux White Marble and White\", \"asin\": \"B0BLHTS71W\", \"price\": \"$404.99\"},\n{\"title\": \"South Shore\\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White\", \"asin\": \"B0C35DYPT3\", \"price\": \"$238.37\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:08:33.711Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BLHTX7V6\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\"},\n{\"price\": \"$395.99\"},\n{\"bullet_list\": \"MELAMINE SURFACE: Cook in peace knowing that your work space won\\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Faux Black Stone and White\"}],\n\"promotion_items\": [{\"title\": \"Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar\", \"asin\": \"B01FLRV1LI\", \"price\": \"$280.99\", \"quantity\": \"\"},\n{\"title\": \"Linon Kitchen Island, Gray\", \"asin\": \"B07FDJY5ZC\", \"price\": \"$117.06\", \"quantity\": \"\"},\n{\"title\": \"HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray\", \"asin\": \"B071169MWP\", \"price\": \"$183.31\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MrBallen Podcast: Strange, Dark & Mysterious Stories\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Murder, Mystery & Makeup\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black\", \"asin\": \"B0DY75TZLJ\", \"price\": \"$281.20\", \"quantity\": \"\"},\n{\"title\": \"Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...\", \"asin\": \"B0DX72YL1W\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...\", \"asin\": \"B0F2HTR2YC\", \"price\": \"$429.90\", \"quantity\": \"\"},\n{\"title\": \"36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...\", \"asin\": \"B0D53S9HQC\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"ECACAD 84.5\\\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room\", \"asin\": \"B0CW56598Z\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"4 EVER WINNER Kitchen Island with Trash Can Storage, 52\\\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray\", \"asin\": \"B0F1CNQ1B1\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\"},\n{\"title\": \"FUSUNBAO\\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\"},\n{\"title\": \"homary\\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\"},\n{\"title\": \"Tribesigns\\u00a055\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"B0DCF8C2RN\", \"price\": \"$208.99\"},\n{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux White Marble and White\", \"asin\": \"B0BLHTS71W\", \"price\": \"$404.99\"},\n{\"title\": \"South Shore\\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White\", \"asin\": \"B0C35DYPT3\", \"price\": \"$238.37\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:08:51.290Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-16T22:08:51.290Z
click
review
rule
train
2,702
2025-04-16T22:08:51.290Z
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": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"} {"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"} {"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"} {"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"} {"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"} {"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$167.89", "quantity": "1"}], "product_details": [{"asin": "B0BLHTX7V6"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White"}, {"price": "$395.99"}, {"bullet_list": "MELAMINE SURFACE: Cook in peace knowing that your work space won\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Faux Black Stone and White"}], "promotion_items": [{"title": "Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar", "asin": "B01FLRV1LI", "price": "$280.99", "quantity": ""}, {"title": "Linon Kitchen Island, Gray", "asin": "B07FDJY5ZC", "price": "$117.06", "quantity": ""}, {"title": "HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray", "asin": "B071169MWP", "price": "$183.31", "quantity": ""}, {"title": "Crime Junkie", "asin": "", "quantity": ""}, {"title": "Dateline NBC", "asin": "", "quantity": ""}, {"title": "Morbid", "asin": "", "quantity": ""}, {"title": "MrBallen Podcast: Strange, Dark & Mysterious Stories", "asin": "", "quantity": ""}, {"title": "20/20", "asin": "", "quantity": ""}, {"title": "Murder, Mystery & Makeup", "asin": "", "quantity": ""}, {"title": "YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black", "asin": "B0DY75TZLJ", "price": "$281.20", "quantity": ""}, {"title": "Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...", "asin": "B0DX72YL1W", "price": "$289.99", "quantity": ""}, {"title": "82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...", "asin": "B0F2HTR2YC", "price": "$429.90", "quantity": ""}, {"title": "36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...", "asin": "B0D53S9HQC", "price": "$209.99", "quantity": ""}, {"title": "ECACAD 84.5\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room", "asin": "B0CW56598Z", "price": "$299.99", "quantity": ""}, {"title": "FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black", "asin": "B0DHFZT4NW", "price": "$299.99", "quantity": ""}, {"title": "4 EVER WINNER Kitchen Island with Trash Can Storage, 52\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray", "asin": "B0F1CNQ1B1", "price": "$299.99", "quantity": ""}], "comparison_items": [{"title": "South Shore\u00a0Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99"}, {"title": "FUSUNBAO\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black", "asin": "B0DHFZT4NW", "price": "$299.99"}, {"title": "homary\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table", "asin": "B0DL5V7MHN", "price": "$1,699.99"}, {"title": "Tribesigns\u00a055\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown", "asin": "B0DCF8C2RN", "price": "$208.99"}, {"title": "South Shore\u00a0Myro Kitchen Island, Faux White Marble and White", "asin": "B0BLHTS71W", "price": "$404.99"}, {"title": "South Shore\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White", "asin": "B0C35DYPT3", "price": "$238.37"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-16T22:08:51.290Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-16T22:08:51.290Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T22:08:51.290Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2702, "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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BLHTX7V6\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\"},\n{\"price\": \"$395.99\"},\n{\"bullet_list\": \"MELAMINE SURFACE: Cook in peace knowing that your work space won\\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Faux Black Stone and White\"}],\n\"promotion_items\": [{\"title\": \"Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar\", \"asin\": \"B01FLRV1LI\", \"price\": \"$280.99\", \"quantity\": \"\"},\n{\"title\": \"Linon Kitchen Island, Gray\", \"asin\": \"B07FDJY5ZC\", \"price\": \"$117.06\", \"quantity\": \"\"},\n{\"title\": \"HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray\", \"asin\": \"B071169MWP\", \"price\": \"$183.31\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MrBallen Podcast: Strange, Dark & Mysterious Stories\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Murder, Mystery & Makeup\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black\", \"asin\": \"B0DY75TZLJ\", \"price\": \"$281.20\", \"quantity\": \"\"},\n{\"title\": \"Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...\", \"asin\": \"B0DX72YL1W\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...\", \"asin\": \"B0F2HTR2YC\", \"price\": \"$429.90\", \"quantity\": \"\"},\n{\"title\": \"36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...\", \"asin\": \"B0D53S9HQC\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"ECACAD 84.5\\\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room\", \"asin\": \"B0CW56598Z\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"4 EVER WINNER Kitchen Island with Trash Can Storage, 52\\\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray\", \"asin\": \"B0F1CNQ1B1\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\"},\n{\"title\": \"FUSUNBAO\\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\"},\n{\"title\": \"homary\\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\"},\n{\"title\": \"Tribesigns\\u00a055\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"B0DCF8C2RN\", \"price\": \"$208.99\"},\n{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux White Marble and White\", \"asin\": \"B0BLHTS71W\", \"price\": \"$404.99\"},\n{\"title\": \"South Shore\\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White\", \"asin\": \"B0C35DYPT3\", \"price\": \"$238.37\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:08:51.290Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"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\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BLHTX7V6\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\"},\n{\"price\": \"$395.99\"},\n{\"bullet_list\": \"MELAMINE SURFACE: Cook in peace knowing that your work space won\\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Faux Black Stone and White\"}],\n\"promotion_items\": [{\"title\": \"Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar\", \"asin\": \"B01FLRV1LI\", \"price\": \"$280.99\", \"quantity\": \"\"},\n{\"title\": \"Linon Kitchen Island, Gray\", \"asin\": \"B07FDJY5ZC\", \"price\": \"$117.06\", \"quantity\": \"\"},\n{\"title\": \"HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray\", \"asin\": \"B071169MWP\", \"price\": \"$183.31\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MrBallen Podcast: Strange, Dark & Mysterious Stories\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Murder, Mystery & Makeup\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black\", \"asin\": \"B0DY75TZLJ\", \"price\": \"$281.20\", \"quantity\": \"\"},\n{\"title\": \"Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...\", \"asin\": \"B0DX72YL1W\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...\", \"asin\": \"B0F2HTR2YC\", \"price\": \"$429.90\", \"quantity\": \"\"},\n{\"title\": \"36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...\", \"asin\": \"B0D53S9HQC\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"ECACAD 84.5\\\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room\", \"asin\": \"B0CW56598Z\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"4 EVER WINNER Kitchen Island with Trash Can Storage, 52\\\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray\", \"asin\": \"B0F1CNQ1B1\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\"},\n{\"title\": \"FUSUNBAO\\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\"},\n{\"title\": \"homary\\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\"},\n{\"title\": \"Tribesigns\\u00a055\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"B0DCF8C2RN\", \"price\": \"$208.99\"},\n{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux White Marble and White\", \"asin\": \"B0BLHTS71W\", \"price\": \"$404.99\"},\n{\"title\": \"South Shore\\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White\", \"asin\": \"B0C35DYPT3\", \"price\": \"$238.37\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:08:58.449Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-16T22:08:58.449Z
click
review
rule
train
2,703
2025-04-16T22:08:58.449Z
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": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"} {"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"} {"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"} {"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"} {"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"} {"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "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": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$167.89", "quantity": "1"}], "product_details": [{"asin": "B0BLHTX7V6"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White"}, {"price": "$395.99"}, {"bullet_list": "MELAMINE SURFACE: Cook in peace knowing that your work space won\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Faux Black Stone and White"}], "promotion_items": [{"title": "Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar", "asin": "B01FLRV1LI", "price": "$280.99", "quantity": ""}, {"title": "Linon Kitchen Island, Gray", "asin": "B07FDJY5ZC", "price": "$117.06", "quantity": ""}, {"title": "HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray", "asin": "B071169MWP", "price": "$183.31", "quantity": ""}, {"title": "Crime Junkie", "asin": "", "quantity": ""}, {"title": "Dateline NBC", "asin": "", "quantity": ""}, {"title": "Morbid", "asin": "", "quantity": ""}, {"title": "MrBallen Podcast: Strange, Dark & Mysterious Stories", "asin": "", "quantity": ""}, {"title": "20/20", "asin": "", "quantity": ""}, {"title": "Murder, Mystery & Makeup", "asin": "", "quantity": ""}, {"title": "YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black", "asin": "B0DY75TZLJ", "price": "$281.20", "quantity": ""}, {"title": "Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...", "asin": "B0DX72YL1W", "price": "$289.99", "quantity": ""}, {"title": "82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...", "asin": "B0F2HTR2YC", "price": "$429.90", "quantity": ""}, {"title": "36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...", "asin": "B0D53S9HQC", "price": "$209.99", "quantity": ""}, {"title": "ECACAD 84.5\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room", "asin": "B0CW56598Z", "price": "$299.99", "quantity": ""}, {"title": "FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black", "asin": "B0DHFZT4NW", "price": "$299.99", "quantity": ""}, {"title": "4 EVER WINNER Kitchen Island with Trash Can Storage, 52\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray", "asin": "B0F1CNQ1B1", "price": "$299.99", "quantity": ""}], "comparison_items": [{"title": "South Shore\u00a0Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99"}, {"title": "FUSUNBAO\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black", "asin": "B0DHFZT4NW", "price": "$299.99"}, {"title": "homary\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table", "asin": "B0DL5V7MHN", "price": "$1,699.99"}, {"title": "Tribesigns\u00a055\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown", "asin": "B0DCF8C2RN", "price": "$208.99"}, {"title": "South Shore\u00a0Myro Kitchen Island, Faux White Marble and White", "asin": "B0BLHTS71W", "price": "$404.99"}, {"title": "South Shore\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White", "asin": "B0C35DYPT3", "price": "$238.37"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-16T22:08:58.449Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-16T22:08:58.449Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T22:08:58.449Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2703, "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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"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\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BLHTX7V6\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\"},\n{\"price\": \"$395.99\"},\n{\"bullet_list\": \"MELAMINE SURFACE: Cook in peace knowing that your work space won\\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Faux Black Stone and White\"}],\n\"promotion_items\": [{\"title\": \"Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar\", \"asin\": \"B01FLRV1LI\", \"price\": \"$280.99\", \"quantity\": \"\"},\n{\"title\": \"Linon Kitchen Island, Gray\", \"asin\": \"B07FDJY5ZC\", \"price\": \"$117.06\", \"quantity\": \"\"},\n{\"title\": \"HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray\", \"asin\": \"B071169MWP\", \"price\": \"$183.31\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MrBallen Podcast: Strange, Dark & Mysterious Stories\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Murder, Mystery & Makeup\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black\", \"asin\": \"B0DY75TZLJ\", \"price\": \"$281.20\", \"quantity\": \"\"},\n{\"title\": \"Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...\", \"asin\": \"B0DX72YL1W\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...\", \"asin\": \"B0F2HTR2YC\", \"price\": \"$429.90\", \"quantity\": \"\"},\n{\"title\": \"36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...\", \"asin\": \"B0D53S9HQC\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"ECACAD 84.5\\\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room\", \"asin\": \"B0CW56598Z\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"4 EVER WINNER Kitchen Island with Trash Can Storage, 52\\\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray\", \"asin\": \"B0F1CNQ1B1\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\"},\n{\"title\": \"FUSUNBAO\\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\"},\n{\"title\": \"homary\\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\"},\n{\"title\": \"Tribesigns\\u00a055\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"B0DCF8C2RN\", \"price\": \"$208.99\"},\n{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux White Marble and White\", \"asin\": \"B0BLHTS71W\", \"price\": \"$404.99\"},\n{\"title\": \"South Shore\\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White\", \"asin\": \"B0C35DYPT3\", \"price\": \"$238.37\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:08:58.449Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"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\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BLHTX7V6\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\"},\n{\"price\": \"$395.99\"},\n{\"bullet_list\": \"MELAMINE SURFACE: Cook in peace knowing that your work space won\\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Faux Black Stone and White\"}],\n\"promotion_items\": [{\"title\": \"Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar\", \"asin\": \"B01FLRV1LI\", \"price\": \"$280.99\", \"quantity\": \"\"},\n{\"title\": \"Linon Kitchen Island, Gray\", \"asin\": \"B07FDJY5ZC\", \"price\": \"$117.06\", \"quantity\": \"\"},\n{\"title\": \"HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray\", \"asin\": \"B071169MWP\", \"price\": \"$183.31\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MrBallen Podcast: Strange, Dark & Mysterious Stories\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Murder, Mystery & Makeup\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black\", \"asin\": \"B0DY75TZLJ\", \"price\": \"$281.20\", \"quantity\": \"\"},\n{\"title\": \"Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...\", \"asin\": \"B0DX72YL1W\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...\", \"asin\": \"B0F2HTR2YC\", \"price\": \"$429.90\", \"quantity\": \"\"},\n{\"title\": \"36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...\", \"asin\": \"B0D53S9HQC\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"ECACAD 84.5\\\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room\", \"asin\": \"B0CW56598Z\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"4 EVER WINNER Kitchen Island with Trash Can Storage, 52\\\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray\", \"asin\": \"B0F1CNQ1B1\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\"},\n{\"title\": \"FUSUNBAO\\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\"},\n{\"title\": \"homary\\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\"},\n{\"title\": \"Tribesigns\\u00a055\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"B0DCF8C2RN\", \"price\": \"$208.99\"},\n{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux White Marble and White\", \"asin\": \"B0BLHTS71W\", \"price\": \"$404.99\"},\n{\"title\": \"South Shore\\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White\", \"asin\": \"B0C35DYPT3\", \"price\": \"$238.37\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:09:00.603Z\", // 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
2025-04-16T22:09:00.603Z
click
review
rule
train
2,704
2025-04-16T22:09:00.603Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"} {"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"} {"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"} {"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"} {"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"} {"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "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": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$167.89", "quantity": "1"}], "product_details": [{"asin": "B0BLHTX7V6"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White"}, {"price": "$395.99"}, {"bullet_list": "MELAMINE SURFACE: Cook in peace knowing that your work space won\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Faux Black Stone and White"}], "promotion_items": [{"title": "Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar", "asin": "B01FLRV1LI", "price": "$280.99", "quantity": ""}, {"title": "Linon Kitchen Island, Gray", "asin": "B07FDJY5ZC", "price": "$117.06", "quantity": ""}, {"title": "HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray", "asin": "B071169MWP", "price": "$183.31", "quantity": ""}, {"title": "Crime Junkie", "asin": "", "quantity": ""}, {"title": "Dateline NBC", "asin": "", "quantity": ""}, {"title": "Morbid", "asin": "", "quantity": ""}, {"title": "MrBallen Podcast: Strange, Dark & Mysterious Stories", "asin": "", "quantity": ""}, {"title": "20/20", "asin": "", "quantity": ""}, {"title": "Murder, Mystery & Makeup", "asin": "", "quantity": ""}, {"title": "YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black", "asin": "B0DY75TZLJ", "price": "$281.20", "quantity": ""}, {"title": "Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...", "asin": "B0DX72YL1W", "price": "$289.99", "quantity": ""}, {"title": "82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...", "asin": "B0F2HTR2YC", "price": "$429.90", "quantity": ""}, {"title": "36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...", "asin": "B0D53S9HQC", "price": "$209.99", "quantity": ""}, {"title": "ECACAD 84.5\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room", "asin": "B0CW56598Z", "price": "$299.99", "quantity": ""}, {"title": "FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black", "asin": "B0DHFZT4NW", "price": "$299.99", "quantity": ""}, {"title": "4 EVER WINNER Kitchen Island with Trash Can Storage, 52\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray", "asin": "B0F1CNQ1B1", "price": "$299.99", "quantity": ""}], "comparison_items": [{"title": "South Shore\u00a0Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99"}, {"title": "FUSUNBAO\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black", "asin": "B0DHFZT4NW", "price": "$299.99"}, {"title": "homary\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table", "asin": "B0DL5V7MHN", "price": "$1,699.99"}, {"title": "Tribesigns\u00a055\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown", "asin": "B0DCF8C2RN", "price": "$208.99"}, {"title": "South Shore\u00a0Myro Kitchen Island, Faux White Marble and White", "asin": "B0BLHTS71W", "price": "$404.99"}, {"title": "South Shore\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White", "asin": "B0C35DYPT3", "price": "$238.37"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-16T22:09:00.603Z", // 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\": \"2025-04-16T22:09:00.603Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T22:09:00.603Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2704, "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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"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\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BLHTX7V6\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\"},\n{\"price\": \"$395.99\"},\n{\"bullet_list\": \"MELAMINE SURFACE: Cook in peace knowing that your work space won\\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Faux Black Stone and White\"}],\n\"promotion_items\": [{\"title\": \"Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar\", \"asin\": \"B01FLRV1LI\", \"price\": \"$280.99\", \"quantity\": \"\"},\n{\"title\": \"Linon Kitchen Island, Gray\", \"asin\": \"B07FDJY5ZC\", \"price\": \"$117.06\", \"quantity\": \"\"},\n{\"title\": \"HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray\", \"asin\": \"B071169MWP\", \"price\": \"$183.31\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MrBallen Podcast: Strange, Dark & Mysterious Stories\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Murder, Mystery & Makeup\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black\", \"asin\": \"B0DY75TZLJ\", \"price\": \"$281.20\", \"quantity\": \"\"},\n{\"title\": \"Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...\", \"asin\": \"B0DX72YL1W\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...\", \"asin\": \"B0F2HTR2YC\", \"price\": \"$429.90\", \"quantity\": \"\"},\n{\"title\": \"36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...\", \"asin\": \"B0D53S9HQC\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"ECACAD 84.5\\\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room\", \"asin\": \"B0CW56598Z\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"4 EVER WINNER Kitchen Island with Trash Can Storage, 52\\\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray\", \"asin\": \"B0F1CNQ1B1\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\"},\n{\"title\": \"FUSUNBAO\\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\"},\n{\"title\": \"homary\\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\"},\n{\"title\": \"Tribesigns\\u00a055\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"B0DCF8C2RN\", \"price\": \"$208.99\"},\n{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux White Marble and White\", \"asin\": \"B0BLHTS71W\", \"price\": \"$404.99\"},\n{\"title\": \"South Shore\\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White\", \"asin\": \"B0C35DYPT3\", \"price\": \"$238.37\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:09:00.603Z\", // 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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BLHTX7V6\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\"},\n{\"price\": \"$395.99\"},\n{\"bullet_list\": \"MELAMINE SURFACE: Cook in peace knowing that your work space won\\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Faux Black Stone and White\"}],\n\"promotion_items\": [{\"title\": \"Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar\", \"asin\": \"B01FLRV1LI\", \"price\": \"$280.99\", \"quantity\": \"\"},\n{\"title\": \"Linon Kitchen Island, Gray\", \"asin\": \"B07FDJY5ZC\", \"price\": \"$117.06\", \"quantity\": \"\"},\n{\"title\": \"HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray\", \"asin\": \"B071169MWP\", \"price\": \"$183.31\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MrBallen Podcast: Strange, Dark & Mysterious Stories\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Murder, Mystery & Makeup\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black\", \"asin\": \"B0DY75TZLJ\", \"price\": \"$281.20\", \"quantity\": \"\"},\n{\"title\": \"Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...\", \"asin\": \"B0DX72YL1W\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...\", \"asin\": \"B0F2HTR2YC\", \"price\": \"$429.90\", \"quantity\": \"\"},\n{\"title\": \"36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...\", \"asin\": \"B0D53S9HQC\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"ECACAD 84.5\\\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room\", \"asin\": \"B0CW56598Z\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"4 EVER WINNER Kitchen Island with Trash Can Storage, 52\\\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray\", \"asin\": \"B0F1CNQ1B1\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\"},\n{\"title\": \"FUSUNBAO\\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\"},\n{\"title\": \"homary\\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\"},\n{\"title\": \"Tribesigns\\u00a055\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"B0DCF8C2RN\", \"price\": \"$208.99\"},\n{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux White Marble and White\", \"asin\": \"B0BLHTS71W\", \"price\": \"$404.99\"},\n{\"title\": \"South Shore\\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White\", \"asin\": \"B0C35DYPT3\", \"price\": \"$238.37\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:09:03.363Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-16T22:09:03.363Z
click
review
rule
train
2,705
2025-04-16T22:09:03.363Z
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": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"} {"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"} {"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"} {"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"} {"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"} {"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$167.89", "quantity": "1"}], "product_details": [{"asin": "B0BLHTX7V6"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White"}, {"price": "$395.99"}, {"bullet_list": "MELAMINE SURFACE: Cook in peace knowing that your work space won\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Faux Black Stone and White"}], "promotion_items": [{"title": "Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar", "asin": "B01FLRV1LI", "price": "$280.99", "quantity": ""}, {"title": "Linon Kitchen Island, Gray", "asin": "B07FDJY5ZC", "price": "$117.06", "quantity": ""}, {"title": "HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray", "asin": "B071169MWP", "price": "$183.31", "quantity": ""}, {"title": "Crime Junkie", "asin": "", "quantity": ""}, {"title": "Dateline NBC", "asin": "", "quantity": ""}, {"title": "Morbid", "asin": "", "quantity": ""}, {"title": "MrBallen Podcast: Strange, Dark & Mysterious Stories", "asin": "", "quantity": ""}, {"title": "20/20", "asin": "", "quantity": ""}, {"title": "Murder, Mystery & Makeup", "asin": "", "quantity": ""}, {"title": "YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black", "asin": "B0DY75TZLJ", "price": "$281.20", "quantity": ""}, {"title": "Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...", "asin": "B0DX72YL1W", "price": "$289.99", "quantity": ""}, {"title": "82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...", "asin": "B0F2HTR2YC", "price": "$429.90", "quantity": ""}, {"title": "36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...", "asin": "B0D53S9HQC", "price": "$209.99", "quantity": ""}, {"title": "ECACAD 84.5\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room", "asin": "B0CW56598Z", "price": "$299.99", "quantity": ""}, {"title": "FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black", "asin": "B0DHFZT4NW", "price": "$299.99", "quantity": ""}, {"title": "4 EVER WINNER Kitchen Island with Trash Can Storage, 52\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray", "asin": "B0F1CNQ1B1", "price": "$299.99", "quantity": ""}], "comparison_items": [{"title": "South Shore\u00a0Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99"}, {"title": "FUSUNBAO\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black", "asin": "B0DHFZT4NW", "price": "$299.99"}, {"title": "homary\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table", "asin": "B0DL5V7MHN", "price": "$1,699.99"}, {"title": "Tribesigns\u00a055\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown", "asin": "B0DCF8C2RN", "price": "$208.99"}, {"title": "South Shore\u00a0Myro Kitchen Island, Faux White Marble and White", "asin": "B0BLHTS71W", "price": "$404.99"}, {"title": "South Shore\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White", "asin": "B0C35DYPT3", "price": "$238.37"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-16T22:09:03.363Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-16T22:09:03.363Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T22:09:03.363Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2705, "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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BLHTX7V6\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\"},\n{\"price\": \"$395.99\"},\n{\"bullet_list\": \"MELAMINE SURFACE: Cook in peace knowing that your work space won\\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Faux Black Stone and White\"}],\n\"promotion_items\": [{\"title\": \"Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar\", \"asin\": \"B01FLRV1LI\", \"price\": \"$280.99\", \"quantity\": \"\"},\n{\"title\": \"Linon Kitchen Island, Gray\", \"asin\": \"B07FDJY5ZC\", \"price\": \"$117.06\", \"quantity\": \"\"},\n{\"title\": \"HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray\", \"asin\": \"B071169MWP\", \"price\": \"$183.31\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MrBallen Podcast: Strange, Dark & Mysterious Stories\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Murder, Mystery & Makeup\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black\", \"asin\": \"B0DY75TZLJ\", \"price\": \"$281.20\", \"quantity\": \"\"},\n{\"title\": \"Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...\", \"asin\": \"B0DX72YL1W\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...\", \"asin\": \"B0F2HTR2YC\", \"price\": \"$429.90\", \"quantity\": \"\"},\n{\"title\": \"36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...\", \"asin\": \"B0D53S9HQC\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"ECACAD 84.5\\\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room\", \"asin\": \"B0CW56598Z\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"4 EVER WINNER Kitchen Island with Trash Can Storage, 52\\\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray\", \"asin\": \"B0F1CNQ1B1\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\"},\n{\"title\": \"FUSUNBAO\\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\"},\n{\"title\": \"homary\\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\"},\n{\"title\": \"Tribesigns\\u00a055\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"B0DCF8C2RN\", \"price\": \"$208.99\"},\n{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux White Marble and White\", \"asin\": \"B0BLHTS71W\", \"price\": \"$404.99\"},\n{\"title\": \"South Shore\\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White\", \"asin\": \"B0C35DYPT3\", \"price\": \"$238.37\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:09:03.363Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"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\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BLHTX7V6\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\"},\n{\"price\": \"$395.99\"},\n{\"bullet_list\": \"MELAMINE SURFACE: Cook in peace knowing that your work space won\\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Faux Black Stone and White\"}],\n\"promotion_items\": [{\"title\": \"Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar\", \"asin\": \"B01FLRV1LI\", \"price\": \"$280.99\", \"quantity\": \"\"},\n{\"title\": \"Linon Kitchen Island, Gray\", \"asin\": \"B07FDJY5ZC\", \"price\": \"$117.06\", \"quantity\": \"\"},\n{\"title\": \"HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray\", \"asin\": \"B071169MWP\", \"price\": \"$183.31\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MrBallen Podcast: Strange, Dark & Mysterious Stories\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Murder, Mystery & Makeup\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black\", \"asin\": \"B0DY75TZLJ\", \"price\": \"$281.20\", \"quantity\": \"\"},\n{\"title\": \"Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...\", \"asin\": \"B0DX72YL1W\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...\", \"asin\": \"B0F2HTR2YC\", \"price\": \"$429.90\", \"quantity\": \"\"},\n{\"title\": \"36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...\", \"asin\": \"B0D53S9HQC\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"ECACAD 84.5\\\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room\", \"asin\": \"B0CW56598Z\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"4 EVER WINNER Kitchen Island with Trash Can Storage, 52\\\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray\", \"asin\": \"B0F1CNQ1B1\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\"},\n{\"title\": \"FUSUNBAO\\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\"},\n{\"title\": \"homary\\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\"},\n{\"title\": \"Tribesigns\\u00a055\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"B0DCF8C2RN\", \"price\": \"$208.99\"},\n{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux White Marble and White\", \"asin\": \"B0BLHTS71W\", \"price\": \"$404.99\"},\n{\"title\": \"South Shore\\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White\", \"asin\": \"B0C35DYPT3\", \"price\": \"$238.37\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:09:04.483Z\", // 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", "role": "user" } ]
Action_Argument_Prediction
2025-04-16T22:09:04.483Z
click
review
rule
train
2,706
2025-04-16T22:09:04.483Z
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": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"} {"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"} {"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"} {"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"} {"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"} {"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "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": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$167.89", "quantity": "1"}], "product_details": [{"asin": "B0BLHTX7V6"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White"}, {"price": "$395.99"}, {"bullet_list": "MELAMINE SURFACE: Cook in peace knowing that your work space won\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Faux Black Stone and White"}], "promotion_items": [{"title": "Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar", "asin": "B01FLRV1LI", "price": "$280.99", "quantity": ""}, {"title": "Linon Kitchen Island, Gray", "asin": "B07FDJY5ZC", "price": "$117.06", "quantity": ""}, {"title": "HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray", "asin": "B071169MWP", "price": "$183.31", "quantity": ""}, {"title": "Crime Junkie", "asin": "", "quantity": ""}, {"title": "Dateline NBC", "asin": "", "quantity": ""}, {"title": "Morbid", "asin": "", "quantity": ""}, {"title": "MrBallen Podcast: Strange, Dark & Mysterious Stories", "asin": "", "quantity": ""}, {"title": "20/20", "asin": "", "quantity": ""}, {"title": "Murder, Mystery & Makeup", "asin": "", "quantity": ""}, {"title": "YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black", "asin": "B0DY75TZLJ", "price": "$281.20", "quantity": ""}, {"title": "Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...", "asin": "B0DX72YL1W", "price": "$289.99", "quantity": ""}, {"title": "82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...", "asin": "B0F2HTR2YC", "price": "$429.90", "quantity": ""}, {"title": "36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...", "asin": "B0D53S9HQC", "price": "$209.99", "quantity": ""}, {"title": "ECACAD 84.5\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room", "asin": "B0CW56598Z", "price": "$299.99", "quantity": ""}, {"title": "FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black", "asin": "B0DHFZT4NW", "price": "$299.99", "quantity": ""}, {"title": "4 EVER WINNER Kitchen Island with Trash Can Storage, 52\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray", "asin": "B0F1CNQ1B1", "price": "$299.99", "quantity": ""}], "comparison_items": [{"title": "South Shore\u00a0Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99"}, {"title": "FUSUNBAO\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black", "asin": "B0DHFZT4NW", "price": "$299.99"}, {"title": "homary\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table", "asin": "B0DL5V7MHN", "price": "$1,699.99"}, {"title": "Tribesigns\u00a055\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown", "asin": "B0DCF8C2RN", "price": "$208.99"}, {"title": "South Shore\u00a0Myro Kitchen Island, Faux White Marble and White", "asin": "B0BLHTS71W", "price": "$404.99"}, {"title": "South Shore\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White", "asin": "B0C35DYPT3", "price": "$238.37"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-16T22:09:04.483Z", // 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\": \"2025-04-16T22:09:04.483Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T22:09:04.483Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2706, "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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"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\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BLHTX7V6\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\"},\n{\"price\": \"$395.99\"},\n{\"bullet_list\": \"MELAMINE SURFACE: Cook in peace knowing that your work space won\\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Faux Black Stone and White\"}],\n\"promotion_items\": [{\"title\": \"Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar\", \"asin\": \"B01FLRV1LI\", \"price\": \"$280.99\", \"quantity\": \"\"},\n{\"title\": \"Linon Kitchen Island, Gray\", \"asin\": \"B07FDJY5ZC\", \"price\": \"$117.06\", \"quantity\": \"\"},\n{\"title\": \"HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray\", \"asin\": \"B071169MWP\", \"price\": \"$183.31\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MrBallen Podcast: Strange, Dark & Mysterious Stories\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Murder, Mystery & Makeup\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black\", \"asin\": \"B0DY75TZLJ\", \"price\": \"$281.20\", \"quantity\": \"\"},\n{\"title\": \"Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...\", \"asin\": \"B0DX72YL1W\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...\", \"asin\": \"B0F2HTR2YC\", \"price\": \"$429.90\", \"quantity\": \"\"},\n{\"title\": \"36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...\", \"asin\": \"B0D53S9HQC\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"ECACAD 84.5\\\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room\", \"asin\": \"B0CW56598Z\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"4 EVER WINNER Kitchen Island with Trash Can Storage, 52\\\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray\", \"asin\": \"B0F1CNQ1B1\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\"},\n{\"title\": \"FUSUNBAO\\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\"},\n{\"title\": \"homary\\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\"},\n{\"title\": \"Tribesigns\\u00a055\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"B0DCF8C2RN\", \"price\": \"$208.99\"},\n{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux White Marble and White\", \"asin\": \"B0BLHTS71W\", \"price\": \"$404.99\"},\n{\"title\": \"South Shore\\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White\", \"asin\": \"B0C35DYPT3\", \"price\": \"$238.37\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:09:04.483Z\", // 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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"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\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BLHTX7V6\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\"},\n{\"price\": \"$395.99\"},\n{\"bullet_list\": \"MELAMINE SURFACE: Cook in peace knowing that your work space won\\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Faux Black Stone and White\"}],\n\"promotion_items\": [{\"title\": \"Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar\", \"asin\": \"B01FLRV1LI\", \"price\": \"$280.99\", \"quantity\": \"\"},\n{\"title\": \"Linon Kitchen Island, Gray\", \"asin\": \"B07FDJY5ZC\", \"price\": \"$117.06\", \"quantity\": \"\"},\n{\"title\": \"HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray\", \"asin\": \"B071169MWP\", \"price\": \"$183.31\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MrBallen Podcast: Strange, Dark & Mysterious Stories\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Murder, Mystery & Makeup\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black\", \"asin\": \"B0DY75TZLJ\", \"price\": \"$281.20\", \"quantity\": \"\"},\n{\"title\": \"Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...\", \"asin\": \"B0DX72YL1W\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...\", \"asin\": \"B0F2HTR2YC\", \"price\": \"$429.90\", \"quantity\": \"\"},\n{\"title\": \"36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...\", \"asin\": \"B0D53S9HQC\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"ECACAD 84.5\\\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room\", \"asin\": \"B0CW56598Z\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"4 EVER WINNER Kitchen Island with Trash Can Storage, 52\\\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray\", \"asin\": \"B0F1CNQ1B1\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\"},\n{\"title\": \"FUSUNBAO\\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\"},\n{\"title\": \"homary\\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\"},\n{\"title\": \"Tribesigns\\u00a055\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"B0DCF8C2RN\", \"price\": \"$208.99\"},\n{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux White Marble and White\", \"asin\": \"B0BLHTS71W\", \"price\": \"$404.99\"},\n{\"title\": \"South Shore\\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White\", \"asin\": \"B0C35DYPT3\", \"price\": \"$238.37\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:09:05.919Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-16T22:09:05.919Z
click
review
rule
train
2,707
2025-04-16T22:09:05.919Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"} {"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"} {"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"} {"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"} {"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"} {"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "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": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$167.89", "quantity": "1"}], "product_details": [{"asin": "B0BLHTX7V6"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White"}, {"price": "$395.99"}, {"bullet_list": "MELAMINE SURFACE: Cook in peace knowing that your work space won\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Faux Black Stone and White"}], "promotion_items": [{"title": "Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar", "asin": "B01FLRV1LI", "price": "$280.99", "quantity": ""}, {"title": "Linon Kitchen Island, Gray", "asin": "B07FDJY5ZC", "price": "$117.06", "quantity": ""}, {"title": "HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray", "asin": "B071169MWP", "price": "$183.31", "quantity": ""}, {"title": "Crime Junkie", "asin": "", "quantity": ""}, {"title": "Dateline NBC", "asin": "", "quantity": ""}, {"title": "Morbid", "asin": "", "quantity": ""}, {"title": "MrBallen Podcast: Strange, Dark & Mysterious Stories", "asin": "", "quantity": ""}, {"title": "20/20", "asin": "", "quantity": ""}, {"title": "Murder, Mystery & Makeup", "asin": "", "quantity": ""}, {"title": "YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black", "asin": "B0DY75TZLJ", "price": "$281.20", "quantity": ""}, {"title": "Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...", "asin": "B0DX72YL1W", "price": "$289.99", "quantity": ""}, {"title": "82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...", "asin": "B0F2HTR2YC", "price": "$429.90", "quantity": ""}, {"title": "36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...", "asin": "B0D53S9HQC", "price": "$209.99", "quantity": ""}, {"title": "ECACAD 84.5\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room", "asin": "B0CW56598Z", "price": "$299.99", "quantity": ""}, {"title": "FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black", "asin": "B0DHFZT4NW", "price": "$299.99", "quantity": ""}, {"title": "4 EVER WINNER Kitchen Island with Trash Can Storage, 52\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray", "asin": "B0F1CNQ1B1", "price": "$299.99", "quantity": ""}], "comparison_items": [{"title": "South Shore\u00a0Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99"}, {"title": "FUSUNBAO\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black", "asin": "B0DHFZT4NW", "price": "$299.99"}, {"title": "homary\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table", "asin": "B0DL5V7MHN", "price": "$1,699.99"}, {"title": "Tribesigns\u00a055\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown", "asin": "B0DCF8C2RN", "price": "$208.99"}, {"title": "South Shore\u00a0Myro Kitchen Island, Faux White Marble and White", "asin": "B0BLHTS71W", "price": "$404.99"}, {"title": "South Shore\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White", "asin": "B0C35DYPT3", "price": "$238.37"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-16T22:09:05.919Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-16T22:09:05.919Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T22:09:05.919Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2707, "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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"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\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BLHTX7V6\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\"},\n{\"price\": \"$395.99\"},\n{\"bullet_list\": \"MELAMINE SURFACE: Cook in peace knowing that your work space won\\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Faux Black Stone and White\"}],\n\"promotion_items\": [{\"title\": \"Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar\", \"asin\": \"B01FLRV1LI\", \"price\": \"$280.99\", \"quantity\": \"\"},\n{\"title\": \"Linon Kitchen Island, Gray\", \"asin\": \"B07FDJY5ZC\", \"price\": \"$117.06\", \"quantity\": \"\"},\n{\"title\": \"HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray\", \"asin\": \"B071169MWP\", \"price\": \"$183.31\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MrBallen Podcast: Strange, Dark & Mysterious Stories\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Murder, Mystery & Makeup\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black\", \"asin\": \"B0DY75TZLJ\", \"price\": \"$281.20\", \"quantity\": \"\"},\n{\"title\": \"Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...\", \"asin\": \"B0DX72YL1W\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...\", \"asin\": \"B0F2HTR2YC\", \"price\": \"$429.90\", \"quantity\": \"\"},\n{\"title\": \"36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...\", \"asin\": \"B0D53S9HQC\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"ECACAD 84.5\\\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room\", \"asin\": \"B0CW56598Z\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"4 EVER WINNER Kitchen Island with Trash Can Storage, 52\\\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray\", \"asin\": \"B0F1CNQ1B1\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\"},\n{\"title\": \"FUSUNBAO\\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\"},\n{\"title\": \"homary\\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\"},\n{\"title\": \"Tribesigns\\u00a055\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"B0DCF8C2RN\", \"price\": \"$208.99\"},\n{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux White Marble and White\", \"asin\": \"B0BLHTS71W\", \"price\": \"$404.99\"},\n{\"title\": \"South Shore\\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White\", \"asin\": \"B0C35DYPT3\", \"price\": \"$238.37\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:09:05.919Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BLHTX7V6\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\"},\n{\"price\": \"$395.99\"},\n{\"bullet_list\": \"MELAMINE SURFACE: Cook in peace knowing that your work space won\\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Faux Black Stone and White\"}],\n\"promotion_items\": [{\"title\": \"Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar\", \"asin\": \"B01FLRV1LI\", \"price\": \"$280.99\", \"quantity\": \"\"},\n{\"title\": \"Linon Kitchen Island, Gray\", \"asin\": \"B07FDJY5ZC\", \"price\": \"$117.06\", \"quantity\": \"\"},\n{\"title\": \"HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray\", \"asin\": \"B071169MWP\", \"price\": \"$183.31\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MrBallen Podcast: Strange, Dark & Mysterious Stories\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Murder, Mystery & Makeup\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black\", \"asin\": \"B0DY75TZLJ\", \"price\": \"$281.20\", \"quantity\": \"\"},\n{\"title\": \"Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...\", \"asin\": \"B0DX72YL1W\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...\", \"asin\": \"B0F2HTR2YC\", \"price\": \"$429.90\", \"quantity\": \"\"},\n{\"title\": \"36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...\", \"asin\": \"B0D53S9HQC\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"ECACAD 84.5\\\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room\", \"asin\": \"B0CW56598Z\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"4 EVER WINNER Kitchen Island with Trash Can Storage, 52\\\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray\", \"asin\": \"B0F1CNQ1B1\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\"},\n{\"title\": \"FUSUNBAO\\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\"},\n{\"title\": \"homary\\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\"},\n{\"title\": \"Tribesigns\\u00a055\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"B0DCF8C2RN\", \"price\": \"$208.99\"},\n{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux White Marble and White\", \"asin\": \"B0BLHTS71W\", \"price\": \"$404.99\"},\n{\"title\": \"South Shore\\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White\", \"asin\": \"B0C35DYPT3\", \"price\": \"$238.37\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:09:14.541Z\", // 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
2025-04-16T22:09:14.541Z
click
review
rule
train
2,708
2025-04-16T22:09:14.541Z
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": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"} {"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"} {"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"} {"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"} {"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"} {"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$167.89", "quantity": "1"}], "product_details": [{"asin": "B0BLHTX7V6"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White"}, {"price": "$395.99"}, {"bullet_list": "MELAMINE SURFACE: Cook in peace knowing that your work space won\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Faux Black Stone and White"}], "promotion_items": [{"title": "Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar", "asin": "B01FLRV1LI", "price": "$280.99", "quantity": ""}, {"title": "Linon Kitchen Island, Gray", "asin": "B07FDJY5ZC", "price": "$117.06", "quantity": ""}, {"title": "HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray", "asin": "B071169MWP", "price": "$183.31", "quantity": ""}, {"title": "Crime Junkie", "asin": "", "quantity": ""}, {"title": "Dateline NBC", "asin": "", "quantity": ""}, {"title": "Morbid", "asin": "", "quantity": ""}, {"title": "MrBallen Podcast: Strange, Dark & Mysterious Stories", "asin": "", "quantity": ""}, {"title": "20/20", "asin": "", "quantity": ""}, {"title": "Murder, Mystery & Makeup", "asin": "", "quantity": ""}, {"title": "YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black", "asin": "B0DY75TZLJ", "price": "$281.20", "quantity": ""}, {"title": "Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...", "asin": "B0DX72YL1W", "price": "$289.99", "quantity": ""}, {"title": "82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...", "asin": "B0F2HTR2YC", "price": "$429.90", "quantity": ""}, {"title": "36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...", "asin": "B0D53S9HQC", "price": "$209.99", "quantity": ""}, {"title": "ECACAD 84.5\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room", "asin": "B0CW56598Z", "price": "$299.99", "quantity": ""}, {"title": "FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black", "asin": "B0DHFZT4NW", "price": "$299.99", "quantity": ""}, {"title": "4 EVER WINNER Kitchen Island with Trash Can Storage, 52\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray", "asin": "B0F1CNQ1B1", "price": "$299.99", "quantity": ""}], "comparison_items": [{"title": "South Shore\u00a0Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99"}, {"title": "FUSUNBAO\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black", "asin": "B0DHFZT4NW", "price": "$299.99"}, {"title": "homary\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table", "asin": "B0DL5V7MHN", "price": "$1,699.99"}, {"title": "Tribesigns\u00a055\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown", "asin": "B0DCF8C2RN", "price": "$208.99"}, {"title": "South Shore\u00a0Myro Kitchen Island, Faux White Marble and White", "asin": "B0BLHTS71W", "price": "$404.99"}, {"title": "South Shore\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White", "asin": "B0C35DYPT3", "price": "$238.37"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-16T22:09:14.541Z", // 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\": \"2025-04-16T22:09:14.541Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T22:09:14.541Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2708, "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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BLHTX7V6\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\"},\n{\"price\": \"$395.99\"},\n{\"bullet_list\": \"MELAMINE SURFACE: Cook in peace knowing that your work space won\\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Faux Black Stone and White\"}],\n\"promotion_items\": [{\"title\": \"Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar\", \"asin\": \"B01FLRV1LI\", \"price\": \"$280.99\", \"quantity\": \"\"},\n{\"title\": \"Linon Kitchen Island, Gray\", \"asin\": \"B07FDJY5ZC\", \"price\": \"$117.06\", \"quantity\": \"\"},\n{\"title\": \"HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray\", \"asin\": \"B071169MWP\", \"price\": \"$183.31\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MrBallen Podcast: Strange, Dark & Mysterious Stories\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Murder, Mystery & Makeup\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black\", \"asin\": \"B0DY75TZLJ\", \"price\": \"$281.20\", \"quantity\": \"\"},\n{\"title\": \"Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...\", \"asin\": \"B0DX72YL1W\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...\", \"asin\": \"B0F2HTR2YC\", \"price\": \"$429.90\", \"quantity\": \"\"},\n{\"title\": \"36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...\", \"asin\": \"B0D53S9HQC\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"ECACAD 84.5\\\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room\", \"asin\": \"B0CW56598Z\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"4 EVER WINNER Kitchen Island with Trash Can Storage, 52\\\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray\", \"asin\": \"B0F1CNQ1B1\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\"},\n{\"title\": \"FUSUNBAO\\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\"},\n{\"title\": \"homary\\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\"},\n{\"title\": \"Tribesigns\\u00a055\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"B0DCF8C2RN\", \"price\": \"$208.99\"},\n{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux White Marble and White\", \"asin\": \"B0BLHTS71W\", \"price\": \"$404.99\"},\n{\"title\": \"South Shore\\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White\", \"asin\": \"B0C35DYPT3\", \"price\": \"$238.37\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:09:14.541Z\", // 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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"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\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BLHTX7V6\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\"},\n{\"price\": \"$395.99\"},\n{\"bullet_list\": \"MELAMINE SURFACE: Cook in peace knowing that your work space won\\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Faux Black Stone and White\"}],\n\"promotion_items\": [{\"title\": \"Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar\", \"asin\": \"B01FLRV1LI\", \"price\": \"$280.99\", \"quantity\": \"\"},\n{\"title\": \"Linon Kitchen Island, Gray\", \"asin\": \"B07FDJY5ZC\", \"price\": \"$117.06\", \"quantity\": \"\"},\n{\"title\": \"HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray\", \"asin\": \"B071169MWP\", \"price\": \"$183.31\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MrBallen Podcast: Strange, Dark & Mysterious Stories\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Murder, Mystery & Makeup\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black\", \"asin\": \"B0DY75TZLJ\", \"price\": \"$281.20\", \"quantity\": \"\"},\n{\"title\": \"Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...\", \"asin\": \"B0DX72YL1W\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...\", \"asin\": \"B0F2HTR2YC\", \"price\": \"$429.90\", \"quantity\": \"\"},\n{\"title\": \"36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...\", \"asin\": \"B0D53S9HQC\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"ECACAD 84.5\\\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room\", \"asin\": \"B0CW56598Z\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"4 EVER WINNER Kitchen Island with Trash Can Storage, 52\\\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray\", \"asin\": \"B0F1CNQ1B1\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\"},\n{\"title\": \"FUSUNBAO\\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\"},\n{\"title\": \"homary\\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\"},\n{\"title\": \"Tribesigns\\u00a055\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"B0DCF8C2RN\", \"price\": \"$208.99\"},\n{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux White Marble and White\", \"asin\": \"B0BLHTS71W\", \"price\": \"$404.99\"},\n{\"title\": \"South Shore\\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White\", \"asin\": \"B0C35DYPT3\", \"price\": \"$238.37\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:09:18.606Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-16T22:09:18.606Z
click
review
rule
train
2,709
2025-04-16T22:09:18.606Z
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": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"} {"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"} {"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"} {"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"} {"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"} {"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "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": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$167.89", "quantity": "1"}], "product_details": [{"asin": "B0BLHTX7V6"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White"}, {"price": "$395.99"}, {"bullet_list": "MELAMINE SURFACE: Cook in peace knowing that your work space won\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Faux Black Stone and White"}], "promotion_items": [{"title": "Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar", "asin": "B01FLRV1LI", "price": "$280.99", "quantity": ""}, {"title": "Linon Kitchen Island, Gray", "asin": "B07FDJY5ZC", "price": "$117.06", "quantity": ""}, {"title": "HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray", "asin": "B071169MWP", "price": "$183.31", "quantity": ""}, {"title": "Crime Junkie", "asin": "", "quantity": ""}, {"title": "Dateline NBC", "asin": "", "quantity": ""}, {"title": "Morbid", "asin": "", "quantity": ""}, {"title": "MrBallen Podcast: Strange, Dark & Mysterious Stories", "asin": "", "quantity": ""}, {"title": "20/20", "asin": "", "quantity": ""}, {"title": "Murder, Mystery & Makeup", "asin": "", "quantity": ""}, {"title": "YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black", "asin": "B0DY75TZLJ", "price": "$281.20", "quantity": ""}, {"title": "Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...", "asin": "B0DX72YL1W", "price": "$289.99", "quantity": ""}, {"title": "82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...", "asin": "B0F2HTR2YC", "price": "$429.90", "quantity": ""}, {"title": "36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...", "asin": "B0D53S9HQC", "price": "$209.99", "quantity": ""}, {"title": "ECACAD 84.5\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room", "asin": "B0CW56598Z", "price": "$299.99", "quantity": ""}, {"title": "FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black", "asin": "B0DHFZT4NW", "price": "$299.99", "quantity": ""}, {"title": "4 EVER WINNER Kitchen Island with Trash Can Storage, 52\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray", "asin": "B0F1CNQ1B1", "price": "$299.99", "quantity": ""}], "comparison_items": [{"title": "South Shore\u00a0Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99"}, {"title": "FUSUNBAO\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black", "asin": "B0DHFZT4NW", "price": "$299.99"}, {"title": "homary\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table", "asin": "B0DL5V7MHN", "price": "$1,699.99"}, {"title": "Tribesigns\u00a055\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown", "asin": "B0DCF8C2RN", "price": "$208.99"}, {"title": "South Shore\u00a0Myro Kitchen Island, Faux White Marble and White", "asin": "B0BLHTS71W", "price": "$404.99"}, {"title": "South Shore\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White", "asin": "B0C35DYPT3", "price": "$238.37"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-16T22:09:18.606Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-16T22:09:18.606Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T22:09:18.606Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2709, "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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"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\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BLHTX7V6\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\"},\n{\"price\": \"$395.99\"},\n{\"bullet_list\": \"MELAMINE SURFACE: Cook in peace knowing that your work space won\\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Faux Black Stone and White\"}],\n\"promotion_items\": [{\"title\": \"Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar\", \"asin\": \"B01FLRV1LI\", \"price\": \"$280.99\", \"quantity\": \"\"},\n{\"title\": \"Linon Kitchen Island, Gray\", \"asin\": \"B07FDJY5ZC\", \"price\": \"$117.06\", \"quantity\": \"\"},\n{\"title\": \"HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray\", \"asin\": \"B071169MWP\", \"price\": \"$183.31\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MrBallen Podcast: Strange, Dark & Mysterious Stories\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Murder, Mystery & Makeup\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black\", \"asin\": \"B0DY75TZLJ\", \"price\": \"$281.20\", \"quantity\": \"\"},\n{\"title\": \"Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...\", \"asin\": \"B0DX72YL1W\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...\", \"asin\": \"B0F2HTR2YC\", \"price\": \"$429.90\", \"quantity\": \"\"},\n{\"title\": \"36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...\", \"asin\": \"B0D53S9HQC\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"ECACAD 84.5\\\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room\", \"asin\": \"B0CW56598Z\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"4 EVER WINNER Kitchen Island with Trash Can Storage, 52\\\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray\", \"asin\": \"B0F1CNQ1B1\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\"},\n{\"title\": \"FUSUNBAO\\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\"},\n{\"title\": \"homary\\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\"},\n{\"title\": \"Tribesigns\\u00a055\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"B0DCF8C2RN\", \"price\": \"$208.99\"},\n{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux White Marble and White\", \"asin\": \"B0BLHTS71W\", \"price\": \"$404.99\"},\n{\"title\": \"South Shore\\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White\", \"asin\": \"B0C35DYPT3\", \"price\": \"$238.37\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:09:18.606Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"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\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BLHTX7V6\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\"},\n{\"price\": \"$395.99\"},\n{\"bullet_list\": \"MELAMINE SURFACE: Cook in peace knowing that your work space won\\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Faux Black Stone and White\"}],\n\"promotion_items\": [{\"title\": \"Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar\", \"asin\": \"B01FLRV1LI\", \"price\": \"$280.99\", \"quantity\": \"\"},\n{\"title\": \"Linon Kitchen Island, Gray\", \"asin\": \"B07FDJY5ZC\", \"price\": \"$117.06\", \"quantity\": \"\"},\n{\"title\": \"HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray\", \"asin\": \"B071169MWP\", \"price\": \"$183.31\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MrBallen Podcast: Strange, Dark & Mysterious Stories\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Murder, Mystery & Makeup\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black\", \"asin\": \"B0DY75TZLJ\", \"price\": \"$281.20\", \"quantity\": \"\"},\n{\"title\": \"Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...\", \"asin\": \"B0DX72YL1W\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...\", \"asin\": \"B0F2HTR2YC\", \"price\": \"$429.90\", \"quantity\": \"\"},\n{\"title\": \"36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...\", \"asin\": \"B0D53S9HQC\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"ECACAD 84.5\\\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room\", \"asin\": \"B0CW56598Z\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\"},\n{\"title\": \"FUSUNBAO\\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\"},\n{\"title\": \"homary\\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\"},\n{\"title\": \"Tribesigns\\u00a055\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"B0DCF8C2RN\", \"price\": \"$208.99\"},\n{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux White Marble and White\", \"asin\": \"B0BLHTS71W\", \"price\": \"$404.99\"},\n{\"title\": \"South Shore\\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White\", \"asin\": \"B0C35DYPT3\", \"price\": \"$238.37\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:10:05.152Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-16T22:10:05.152Z
input
ceramic
rule
train
2,710
2025-04-16T22:10:05.152Z
input
ceramic
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"} {"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"} {"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"} {"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"} {"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"} {"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:18.606Z", "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": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$167.89", "quantity": "1"}], "product_details": [{"asin": "B0BLHTX7V6"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White"}, {"price": "$395.99"}, {"bullet_list": "MELAMINE SURFACE: Cook in peace knowing that your work space won\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Faux Black Stone and White"}], "promotion_items": [{"title": "Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar", "asin": "B01FLRV1LI", "price": "$280.99", "quantity": ""}, {"title": "Linon Kitchen Island, Gray", "asin": "B07FDJY5ZC", "price": "$117.06", "quantity": ""}, {"title": "HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray", "asin": "B071169MWP", "price": "$183.31", "quantity": ""}, {"title": "Crime Junkie", "asin": "", "quantity": ""}, {"title": "Dateline NBC", "asin": "", "quantity": ""}, {"title": "Morbid", "asin": "", "quantity": ""}, {"title": "MrBallen Podcast: Strange, Dark & Mysterious Stories", "asin": "", "quantity": ""}, {"title": "20/20", "asin": "", "quantity": ""}, {"title": "Murder, Mystery & Makeup", "asin": "", "quantity": ""}, {"title": "YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black", "asin": "B0DY75TZLJ", "price": "$281.20", "quantity": ""}, {"title": "Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...", "asin": "B0DX72YL1W", "price": "$289.99", "quantity": ""}, {"title": "82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...", "asin": "B0F2HTR2YC", "price": "$429.90", "quantity": ""}, {"title": "36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...", "asin": "B0D53S9HQC", "price": "$209.99", "quantity": ""}, {"title": "ECACAD 84.5\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room", "asin": "B0CW56598Z", "price": "$299.99", "quantity": ""}, {"title": "FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black", "asin": "B0DHFZT4NW", "price": "$299.99", "quantity": ""}], "comparison_items": [{"title": "South Shore\u00a0Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99"}, {"title": "FUSUNBAO\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black", "asin": "B0DHFZT4NW", "price": "$299.99"}, {"title": "homary\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table", "asin": "B0DL5V7MHN", "price": "$1,699.99"}, {"title": "Tribesigns\u00a055\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown", "asin": "B0DCF8C2RN", "price": "$208.99"}, {"title": "South Shore\u00a0Myro Kitchen Island, Faux White Marble and White", "asin": "B0BLHTS71W", "price": "$404.99"}, {"title": "South Shore\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White", "asin": "B0C35DYPT3", "price": "$238.37"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-16T22:10:05.152Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-16T22:10:05.152Z\",\"action\": \"input\",\"acion_argument\": \"ceramic\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T22:10:05.152Z\",\"action\": \"input\",\"acion_argument\": \"ceramic\",}</answer>", "index": 2710, "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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"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\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BLHTX7V6\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\"},\n{\"price\": \"$395.99\"},\n{\"bullet_list\": \"MELAMINE SURFACE: Cook in peace knowing that your work space won\\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Faux Black Stone and White\"}],\n\"promotion_items\": [{\"title\": \"Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar\", \"asin\": \"B01FLRV1LI\", \"price\": \"$280.99\", \"quantity\": \"\"},\n{\"title\": \"Linon Kitchen Island, Gray\", \"asin\": \"B07FDJY5ZC\", \"price\": \"$117.06\", \"quantity\": \"\"},\n{\"title\": \"HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray\", \"asin\": \"B071169MWP\", \"price\": \"$183.31\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MrBallen Podcast: Strange, Dark & Mysterious Stories\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Murder, Mystery & Makeup\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black\", \"asin\": \"B0DY75TZLJ\", \"price\": \"$281.20\", \"quantity\": \"\"},\n{\"title\": \"Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...\", \"asin\": \"B0DX72YL1W\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...\", \"asin\": \"B0F2HTR2YC\", \"price\": \"$429.90\", \"quantity\": \"\"},\n{\"title\": \"36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...\", \"asin\": \"B0D53S9HQC\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"ECACAD 84.5\\\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room\", \"asin\": \"B0CW56598Z\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\"},\n{\"title\": \"FUSUNBAO\\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\"},\n{\"title\": \"homary\\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\"},\n{\"title\": \"Tribesigns\\u00a055\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"B0DCF8C2RN\", \"price\": \"$208.99\"},\n{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux White Marble and White\", \"asin\": \"B0BLHTS71W\", \"price\": \"$404.99\"},\n{\"title\": \"South Shore\\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White\", \"asin\": \"B0C35DYPT3\", \"price\": \"$238.37\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:10:05.152Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"ceramic\"}],\n\"cart_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BLHTX7V6\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\"},\n{\"price\": \"$395.99\"},\n{\"bullet_list\": \"MELAMINE SURFACE: Cook in peace knowing that your work space won\\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Faux Black Stone and White\"}],\n\"promotion_items\": [{\"title\": \"Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar\", \"asin\": \"B01FLRV1LI\", \"price\": \"$280.99\", \"quantity\": \"\"},\n{\"title\": \"Linon Kitchen Island, Gray\", \"asin\": \"B07FDJY5ZC\", \"price\": \"$117.06\", \"quantity\": \"\"},\n{\"title\": \"HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray\", \"asin\": \"B071169MWP\", \"price\": \"$183.31\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MrBallen Podcast: Strange, Dark & Mysterious Stories\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Murder, Mystery & Makeup\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black\", \"asin\": \"B0DY75TZLJ\", \"price\": \"$281.20\", \"quantity\": \"\"},\n{\"title\": \"Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...\", \"asin\": \"B0DX72YL1W\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...\", \"asin\": \"B0F2HTR2YC\", \"price\": \"$429.90\", \"quantity\": \"\"},\n{\"title\": \"36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...\", \"asin\": \"B0D53S9HQC\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"ECACAD 84.5\\\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room\", \"asin\": \"B0CW56598Z\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\"},\n{\"title\": \"FUSUNBAO\\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\"},\n{\"title\": \"homary\\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\"},\n{\"title\": \"Tribesigns\\u00a055\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"B0DCF8C2RN\", \"price\": \"$208.99\"},\n{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux White Marble and White\", \"asin\": \"B0BLHTS71W\", \"price\": \"$404.99\"},\n{\"title\": \"South Shore\\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White\", \"asin\": \"B0C35DYPT3\", \"price\": \"$238.37\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:10:05.254Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-16T22:10:05.254Z
click
suggested_term
rule
train
2,711
2025-04-16T22:10:05.254Z
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": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"} {"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"} {"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"} {"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"} {"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"} {"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:18.606Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:10:05.152Z", "action": "input", "action_argument": "ceramic"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "ceramic"}], "cart_items": [{"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$167.89", "quantity": "1"}], "product_details": [{"asin": "B0BLHTX7V6"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White"}, {"price": "$395.99"}, {"bullet_list": "MELAMINE SURFACE: Cook in peace knowing that your work space won\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Faux Black Stone and White"}], "promotion_items": [{"title": "Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar", "asin": "B01FLRV1LI", "price": "$280.99", "quantity": ""}, {"title": "Linon Kitchen Island, Gray", "asin": "B07FDJY5ZC", "price": "$117.06", "quantity": ""}, {"title": "HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray", "asin": "B071169MWP", "price": "$183.31", "quantity": ""}, {"title": "Crime Junkie", "asin": "", "quantity": ""}, {"title": "Dateline NBC", "asin": "", "quantity": ""}, {"title": "Morbid", "asin": "", "quantity": ""}, {"title": "MrBallen Podcast: Strange, Dark & Mysterious Stories", "asin": "", "quantity": ""}, {"title": "20/20", "asin": "", "quantity": ""}, {"title": "Murder, Mystery & Makeup", "asin": "", "quantity": ""}, {"title": "YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black", "asin": "B0DY75TZLJ", "price": "$281.20", "quantity": ""}, {"title": "Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...", "asin": "B0DX72YL1W", "price": "$289.99", "quantity": ""}, {"title": "82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...", "asin": "B0F2HTR2YC", "price": "$429.90", "quantity": ""}, {"title": "36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...", "asin": "B0D53S9HQC", "price": "$209.99", "quantity": ""}, {"title": "ECACAD 84.5\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room", "asin": "B0CW56598Z", "price": "$299.99", "quantity": ""}, {"title": "FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black", "asin": "B0DHFZT4NW", "price": "$299.99", "quantity": ""}], "comparison_items": [{"title": "South Shore\u00a0Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99"}, {"title": "FUSUNBAO\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black", "asin": "B0DHFZT4NW", "price": "$299.99"}, {"title": "homary\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table", "asin": "B0DL5V7MHN", "price": "$1,699.99"}, {"title": "Tribesigns\u00a055\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown", "asin": "B0DCF8C2RN", "price": "$208.99"}, {"title": "South Shore\u00a0Myro Kitchen Island, Faux White Marble and White", "asin": "B0BLHTS71W", "price": "$404.99"}, {"title": "South Shore\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White", "asin": "B0C35DYPT3", "price": "$238.37"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-16T22:10:05.254Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-16T22:10:05.254Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T22:10:05.254Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>", "index": 2711, "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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"ceramic\"}],\n\"cart_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BLHTX7V6\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\"},\n{\"price\": \"$395.99\"},\n{\"bullet_list\": \"MELAMINE SURFACE: Cook in peace knowing that your work space won\\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Faux Black Stone and White\"}],\n\"promotion_items\": [{\"title\": \"Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar\", \"asin\": \"B01FLRV1LI\", \"price\": \"$280.99\", \"quantity\": \"\"},\n{\"title\": \"Linon Kitchen Island, Gray\", \"asin\": \"B07FDJY5ZC\", \"price\": \"$117.06\", \"quantity\": \"\"},\n{\"title\": \"HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray\", \"asin\": \"B071169MWP\", \"price\": \"$183.31\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MrBallen Podcast: Strange, Dark & Mysterious Stories\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Murder, Mystery & Makeup\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black\", \"asin\": \"B0DY75TZLJ\", \"price\": \"$281.20\", \"quantity\": \"\"},\n{\"title\": \"Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...\", \"asin\": \"B0DX72YL1W\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"82.7 inch Kitchen Island with Extendable Dining Table for 2-6 Person, Kitchen Table...\", \"asin\": \"B0F2HTR2YC\", \"price\": \"$429.90\", \"quantity\": \"\"},\n{\"title\": \"36 x 36 x 1.5 in Acacia Butcher Block Island Countertop, Unfinished Solid Wood Butc...\", \"asin\": \"B0D53S9HQC\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"ECACAD 84.5\\\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room\", \"asin\": \"B0CW56598Z\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\"},\n{\"title\": \"FUSUNBAO\\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\"},\n{\"title\": \"homary\\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\"},\n{\"title\": \"Tribesigns\\u00a055\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"B0DCF8C2RN\", \"price\": \"$208.99\"},\n{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux White Marble and White\", \"asin\": \"B0BLHTS71W\", \"price\": \"$404.99\"},\n{\"title\": \"South Shore\\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White\", \"asin\": \"B0C35DYPT3\", \"price\": \"$238.37\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:10:05.254Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"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\": \"ceramic cookware set\"}],\n\"cart_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Made In Cookware - 7-Piece CeramiClad Non Stick Pot and Pan Set (Stainless Handle) - 5-Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible\", \"asin\": \"B0DK4773VV\", \"price\": \"$599.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Frying Pan (2.7 qt, 10.5\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\\nStainless Steel, Ceramic\", \"asin\": \"B09SRY5HYM\", \"price\": \"$95.00\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready\", \"asin\": \"B0CV9JCZ8B\", \"price\": \"$290.99\", \"quantity\": \"\"},\n{\"title\": \"Nuwave 9pc Cookware Set Healthy Duralon Blue Ceramic Nonstick Coated, Diamond Infused Scratch-Resistant, PFAS Free, Oven Safe, Induction Ready & Evenly Heats, Tempered Glass Lids & Stay-Cool Handle\", \"asin\": \"B0CKFKLVQK\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CXHDNBSS\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Made In Cookware - 7-Piece CeramiClad Non Stick Pot and Pan Set (Stainless Handle) - 5-Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible\", \"asin\": \"B0DK4773VV\", \"price\": \"$599.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream\", \"asin\": \"B0C128VD3B\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Frying Pan (2.7 qt, 10.5\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Sage\\nAluminum\", \"asin\": \"B09SRZN411\", \"price\": \"$95.00\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream.\\\" Rated 4.2 out of 5 stars by 3350 reviews. Not eligible for Prime.\", \"asin\": \"B08XM1B6ZX\"},\n{\"title\": \"Go to detail page for \\\"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Oven Safe & Compatible with All Stovetops - Perracotta.\\\" Rated 4.2 out of 5 stars by 3350 reviews. Not eligible for Prime.\", \"asin\": \"B08XMDFN4R\"},\n{\"title\": \"Go to detail page for \\\"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Sage.\\\" Rated 4.2 out of 5 stars by 3350 reviews. Not eligible for Prime.\", \"asin\": \"B08XLDWJYV\"}],\n\"search_results\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"delivery\": \"FREE delivery Wed, Apr 23\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Nonstick, 14-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Nonstick, 14-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"SENSARTE Nonstick Ceramic Cookware Set 13-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Tools and Pot Protectors, PFAS and PFOA Free\", \"asin\": \"B0BZHG5VQL\", \"price\": \"$67.95\", \"delivery\": \"Prime members get FREE delivery Overnight 4 AM - 8 AM Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"CAROTE 15pcs Ceramic Cookware Set, Pots and Pans Set, Induction Nonstick Kitchen Sets, Non Stick RV Pots Set with Detachable Handle, Dishwasher/Oven Safe, Taupe\", \"asin\": \"B0CM9HV6XM\", \"price\": \"$49.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 17 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"CAROTE Ceramic Pots and Pans Set Non Stick, Non-Toxic Cookwares, Healthy Ceramic Cookware Set 7Pcs\\uff0cPFAS/PFOA Free\\uff0cKitchen Induction Cooking Sets Dishwasher Safe, Cream White\", \"asin\": \"B0DK32KFP7\", \"price\": \"$42.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 17 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"Ceramic Nonstick Cookware Set, Healthy,Non Toxic,17-Pieces Pots and Pans Set Removable Handles,Induction RV Kitchen Set,Stain & Scratch-resistant,Dishwasher/Oven Safe,PFAS/PFOA Free,Cream White\", \"asin\": \"B0CRSZ9MC5\", \"price\": \"$49.99\", \"delivery\": \"Prime members get FREE delivery Overnight 4 AM - 8 AM Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"CAROTE 25pcs Ceramic Cookware Set, Pots and Pans Set Non Stick, Induction Kitchen Sets, Non Stick RV Cook ware Set with Detachable Handle, Dishwasher/Oven Safe Green\", \"asin\": \"B0DPKDTS6R\", \"price\": \"$129.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 17 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"Calphalon\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"GreenLife Soft Grip 16 Piece Cookware Set, Non-Toxic PFAS-Free Ceramic Nonstick, Pots, Frying, Sauce, Saute, Glass Lids, Stay-Cool Handles, Wobble Free Bases, Dishwasher & Oven Safe, Turquoise\", \"asin\": \"B071X9PTYV\", \"price\": \"$72.70\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"Amazon Basics 11-Piece Ceramic Non-Stick Pots and Pans Set, Dishwasher & Oven Safe, Non-Toxic, Easy Clean, Black/Cream\", \"asin\": \"B0BBQ9RMZT\", \"price\": \"$52.69\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"Amazon Basics Ceramic Nonstick Pots and Pans Cookware Set, Non-Toxic, 10-Piece Set- Copper Color\", \"asin\": \"B0BD76KZZ5\", \"price\": \"$86.53\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"SENSARTE Nonstick Ceramic Cookware Set 23-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS & PFOA Free\", \"asin\": \"B0DCBX34CB\", \"price\": \"$159.99\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"24 Pcs Pots and Pans Set Non Stick Ceramic Cookware Set,Healthy Non Toxic Kitchen Cookware Sets with Large Capacity,Induction Compatible,Dishwasher Safe,PFAS/PTFE/PFOA/PFOS Free,Cream White\", \"asin\": \"B0DS1NXDFH\"},\n{\"title\": \"CAROTE Ceramic Cookware Set 12 Piece, Healthy & PFOA/PFAS Free, Nonstick Pots and Pans Set, Induction-Compatible, Taupe\", \"asin\": \"B0DJR7FJYZ\", \"price\": \"$99.99\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"CAROTE 18Pcs Nonstick Ceramic Cookware Set, PFAS/PFOA Free, Cream White Pots and Pans Set Non Stick, Non-toxic Cookware,Kitchen Cooking Pan Set, Large Capacity\", \"asin\": \"B0DJRBGNZF\", \"price\": \"$69.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 17 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$99.99\", \"delivery\": \"Prime members get FREE delivery Overnight 4 AM - 8 AM Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"19 Pcs Pots and Pans Set Non Stick Ceramic Cookware Set with Removable Handles, Non Toxic Induction Kitchen Cookware Sets RV Cookware,Dishwasher/Oven Safe PFAS/PTFE/PFOA Free Cream White\", \"asin\": \"B0D95XGXXF\", \"price\": \"$75.99\", \"delivery\": \"Prime members get FREE delivery Overnight 4 AM - 8 AM Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"CAROTE 21Pcs Pots and Pans Set, Nonstick Cookware Sets, White Granite Induction Cookware Non Stick Cooking Set w/Frying Pans & Saucepans(PFOS, PFOA Free)\", \"asin\": \"B0C8HPJW4J\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Wed, Apr 23 Or fastest delivery Mon, Apr 21\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick Pot&Pan With Lid Cream White Granite Induction Compatible with Glass Lids Crepe Frying Pan PFOA/PFOS-Free\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 17 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"Astercook 23 Pcs Pots and Pans Set Non Stick, Ceramic Cookware Set Detachable Handle, RV Kitchen Cooking Set Removable Handles, Oven Safe, Induction Ready, Stackable Non-stick Set, Cream White\", \"asin\": \"B0DS1VT6CW\", \"price\": \"$79.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 17 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 17 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"GOTHAM STEEL 12 Pc Ceramic Cookware Set Nonstick, Pots and Pans Set Non Stick for Kitchen with Frying Pan, Sauce Pan, Pots and Pans for Cooking, Non Toxic Cookware Sets, Oven and Dishwasher Safe\", \"asin\": \"B0CG7HWNKZ\", \"price\": \"$83.99\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"Cuisinart 11-Piece Nonstick Cookware Set, Ceramica XT, Black, 54C-11BK\", \"asin\": \"B076H4YDB3\", \"price\": \"$107.96\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"Ninja NeverStick Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, Ceramic, Stainless Steel, Stove to Oven Safe, All Stovetops & Induction Compatible, Black, CW39014BK\", \"asin\": \"B0DCLF9VDJ\", \"price\": \"$399.99\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"GreenPan Reserve Hard Anodized Healthy Ceramic Nonstick 10 Piece Cookware Pots and Pans Set, Gold-Tone Stainless Steel Handles, PFAS & PFOA-Free, Dishwasher Safe, Oven & Broiler Safe, Twilight Blue\", \"asin\": \"B09G5L4LZ8\", \"price\": \"$365.66\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"SENSARTE 17 Piece Ceramic Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Dishwasher \\uff06 Oven Safe, PFAS/PTFE/PFOA Free (Navy)\", \"asin\": \"B0D4TH2BBB\", \"price\": \"$89.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 17 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"T-fal Refresh Ceramic, Ceramic Non Stick Cookware Set 20 Piece, Oven Broiler Safe 350F, Kitchen Set w/Egg Pan, Fry Pans, Saucepans, Griddle, Sautepan, Dutch Oven & Utensils, Pots, Pans, Moon Gray\", \"asin\": \"B0D1HTY3CS\", \"price\": \"$119.99\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"Amazon Basics Ceramic Non-Stick 12-Piece Cookware Set, Gray - Pots, Pans and Utensils\", \"asin\": \"B07Y59H2NL\", \"price\": \"$80.61\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"Caraway Nonstick Ceramic Frying Pan (2.7 qt, 10.5\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B09SRY5HYM\", \"price\": \"$95.00\", \"delivery\": \"FREE delivery Wed, Apr 23\"},\n{\"title\": \"Made In Cookware - 7-Piece CeramiClad Non Stick Pot and Pan Set (Stainless Handle) - 5-Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible\", \"asin\": \"B0DK4773VV\", \"price\": \"$599.00\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21 Only 1 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\": \"2025-04-16T22:11:01.297Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-16T22:11:01.297Z
click_product
B0CH1SNCPT
rule
train
2,712
2025-04-16T22:11:01.297Z
click_product
B0CH1SNCPT
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"} {"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"} {"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"} {"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"} {"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"} {"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:18.606Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:10:05.152Z", "action": "input", "action_argument": "ceramic"} {"timestamp": "2025-04-16T22:10:05.254Z", "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": "ceramic cookware set"}], "cart_items": [{"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$167.89", "quantity": "1"}], "promotion_items": [{"title": "Made In Cookware - 7-Piece CeramiClad Non Stick Pot and Pan Set (Stainless Handle) - 5-Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible", "asin": "B0DK4773VV", "price": "$599.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Frying Pan (2.7 qt, 10.5\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\nStainless Steel, Ceramic", "asin": "B09SRY5HYM", "price": "$95.00", "quantity": ""}, {"title": "Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready", "asin": "B0CV9JCZ8B", "price": "$290.99", "quantity": ""}, {"title": "Nuwave 9pc Cookware Set Healthy Duralon Blue Ceramic Nonstick Coated, Diamond Infused Scratch-Resistant, PFAS Free, Oven Safe, Induction Ready & Evenly Heats, Tempered Glass Lids & Stay-Cool Handle", "asin": "B0CKFKLVQK", "price": "$209.99", "quantity": ""}, {"title": "", "asin": "B0CXHDNBSS", "price": "", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "quantity": ""}, {"title": "Made In Cookware - 7-Piece CeramiClad Non Stick Pot and Pan Set (Stainless Handle) - 5-Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible", "asin": "B0DK4773VV", "price": "$599.00", "quantity": ""}, {"title": "Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream", "asin": "B0C128VD3B", "price": "$200.00", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Frying Pan (2.7 qt, 10.5\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Sage\nAluminum", "asin": "B09SRZN411", "price": "$95.00", "quantity": ""}], "ads": [{"title": "Go to detail page for \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream.\" Rated 4.2 out of 5 stars by 3350 reviews. Not eligible for Prime.", "asin": "B08XM1B6ZX"}, {"title": "Go to detail page for \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Oven Safe & Compatible with All Stovetops - Perracotta.\" Rated 4.2 out of 5 stars by 3350 reviews. Not eligible for Prime.", "asin": "B08XMDFN4R"}, {"title": "Go to detail page for \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Sage.\" Rated 4.2 out of 5 stars by 3350 reviews. Not eligible for Prime.", "asin": "B08XLDWJYV"}], "search_results": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "delivery": "FREE delivery Wed, Apr 23"}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Nonstick, 14-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "delivery": "Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\u00b0F, Pistachio", "asin": "B0CH1SNCPT", "price": "$219.99", "delivery": "Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Nonstick, 14-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "delivery": "Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "SENSARTE Nonstick Ceramic Cookware Set 13-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Tools and Pot Protectors, PFAS and PFOA Free", "asin": "B0BZHG5VQL", "price": "$67.95", "delivery": "Prime members get FREE delivery Overnight 4 AM - 8 AM Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "CAROTE 15pcs Ceramic Cookware Set, Pots and Pans Set, Induction Nonstick Kitchen Sets, Non Stick RV Pots Set with Detachable Handle, Dishwasher/Oven Safe, Taupe", "asin": "B0CM9HV6XM", "price": "$49.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 17 Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "CAROTE Ceramic Pots and Pans Set Non Stick, Non-Toxic Cookwares, Healthy Ceramic Cookware Set 7Pcs\uff0cPFAS/PFOA Free\uff0cKitchen Induction Cooking Sets Dishwasher Safe, Cream White", "asin": "B0DK32KFP7", "price": "$42.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 17 Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "Ceramic Nonstick Cookware Set, Healthy,Non Toxic,17-Pieces Pots and Pans Set Removable Handles,Induction RV Kitchen Set,Stain & Scratch-resistant,Dishwasher/Oven Safe,PFAS/PFOA Free,Cream White", "asin": "B0CRSZ9MC5", "price": "$49.99", "delivery": "Prime members get FREE delivery Overnight 4 AM - 8 AM Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "CAROTE 25pcs Ceramic Cookware Set, Pots and Pans Set Non Stick, Induction Kitchen Sets, Non Stick RV Cook ware Set with Detachable Handle, Dishwasher/Oven Safe Green", "asin": "B0DPKDTS6R", "price": "$129.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 17 Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "Calphalon\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99", "delivery": "Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "GreenLife Soft Grip 16 Piece Cookware Set, Non-Toxic PFAS-Free Ceramic Nonstick, Pots, Frying, Sauce, Saute, Glass Lids, Stay-Cool Handles, Wobble Free Bases, Dishwasher & Oven Safe, Turquoise", "asin": "B071X9PTYV", "price": "$72.70", "delivery": "Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "Amazon Basics 11-Piece Ceramic Non-Stick Pots and Pans Set, Dishwasher & Oven Safe, Non-Toxic, Easy Clean, Black/Cream", "asin": "B0BBQ9RMZT", "price": "$52.69", "delivery": "Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "Amazon Basics Ceramic Nonstick Pots and Pans Cookware Set, Non-Toxic, 10-Piece Set- Copper Color", "asin": "B0BD76KZZ5", "price": "$86.53", "delivery": "Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "delivery": "Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "SENSARTE Nonstick Ceramic Cookware Set 23-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS & PFOA Free", "asin": "B0DCBX34CB", "price": "$159.99", "delivery": "Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "24 Pcs Pots and Pans Set Non Stick Ceramic Cookware Set,Healthy Non Toxic Kitchen Cookware Sets with Large Capacity,Induction Compatible,Dishwasher Safe,PFAS/PTFE/PFOA/PFOS Free,Cream White", "asin": "B0DS1NXDFH"}, {"title": "CAROTE Ceramic Cookware Set 12 Piece, Healthy & PFOA/PFAS Free, Nonstick Pots and Pans Set, Induction-Compatible, Taupe", "asin": "B0DJR7FJYZ", "price": "$99.99", "delivery": "Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "CAROTE 18Pcs Nonstick Ceramic Cookware Set, PFAS/PFOA Free, Cream White Pots and Pans Set Non Stick, Non-toxic Cookware,Kitchen Cooking Pan Set, Large Capacity", "asin": "B0DJRBGNZF", "price": "$69.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 17 Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White", "asin": "B0CZNQD1SR", "price": "$99.99", "delivery": "Prime members get FREE delivery Overnight 4 AM - 8 AM Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "19 Pcs Pots and Pans Set Non Stick Ceramic Cookware Set with Removable Handles, Non Toxic Induction Kitchen Cookware Sets RV Cookware,Dishwasher/Oven Safe PFAS/PTFE/PFOA Free Cream White", "asin": "B0D95XGXXF", "price": "$75.99", "delivery": "Prime members get FREE delivery Overnight 4 AM - 8 AM Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "CAROTE 21Pcs Pots and Pans Set, Nonstick Cookware Sets, White Granite Induction Cookware Non Stick Cooking Set w/Frying Pans & Saucepans(PFOS, PFOA Free)", "asin": "B0C8HPJW4J", "price": "$129.99", "delivery": "FREE delivery Wed, Apr 23 Or fastest delivery Mon, Apr 21"}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick Pot&Pan With Lid Cream White Granite Induction Compatible with Glass Lids Crepe Frying Pan PFOA/PFOS-Free", "asin": "B0DTHKY4JJ", "price": "$139.90", "delivery": "Prime members get FREE delivery Tomorrow, Apr 17 Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "Astercook 23 Pcs Pots and Pans Set Non Stick, Ceramic Cookware Set Detachable Handle, RV Kitchen Cooking Set Removable Handles, Oven Safe, Induction Ready, Stackable Non-stick Set, Cream White", "asin": "B0DS1VT6CW", "price": "$79.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 17 Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "delivery": "Prime members get FREE delivery Tomorrow, Apr 17 Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "GOTHAM STEEL 12 Pc Ceramic Cookware Set Nonstick, Pots and Pans Set Non Stick for Kitchen with Frying Pan, Sauce Pan, Pots and Pans for Cooking, Non Toxic Cookware Sets, Oven and Dishwasher Safe", "asin": "B0CG7HWNKZ", "price": "$83.99", "delivery": "Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "Cuisinart 11-Piece Nonstick Cookware Set, Ceramica XT, Black, 54C-11BK", "asin": "B076H4YDB3", "price": "$107.96", "delivery": "Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "Ninja NeverStick Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, Ceramic, Stainless Steel, Stove to Oven Safe, All Stovetops & Induction Compatible, Black, CW39014BK", "asin": "B0DCLF9VDJ", "price": "$399.99", "delivery": "Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "GreenPan Reserve Hard Anodized Healthy Ceramic Nonstick 10 Piece Cookware Pots and Pans Set, Gold-Tone Stainless Steel Handles, PFAS & PFOA-Free, Dishwasher Safe, Oven & Broiler Safe, Twilight Blue", "asin": "B09G5L4LZ8", "price": "$365.66", "delivery": "Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "SENSARTE 17 Piece Ceramic Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Dishwasher \uff06 Oven Safe, PFAS/PTFE/PFOA Free (Navy)", "asin": "B0D4TH2BBB", "price": "$89.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 17 Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "T-fal Refresh Ceramic, Ceramic Non Stick Cookware Set 20 Piece, Oven Broiler Safe 350F, Kitchen Set w/Egg Pan, Fry Pans, Saucepans, Griddle, Sautepan, Dutch Oven & Utensils, Pots, Pans, Moon Gray", "asin": "B0D1HTY3CS", "price": "$119.99", "delivery": "Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "Amazon Basics Ceramic Non-Stick 12-Piece Cookware Set, Gray - Pots, Pans and Utensils", "asin": "B07Y59H2NL", "price": "$80.61", "delivery": "Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21"}, {"title": "Caraway Nonstick Ceramic Frying Pan (2.7 qt, 10.5\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream", "asin": "B09SRY5HYM", "price": "$95.00", "delivery": "FREE delivery Wed, Apr 23"}, {"title": "Made In Cookware - 7-Piece CeramiClad Non Stick Pot and Pan Set (Stainless Handle) - 5-Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible", "asin": "B0DK4773VV", "price": "$599.00", "delivery": "Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21 Only 1 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": "2025-04-16T22:11:01.297Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-16T22:11:01.297Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CH1SNCPT\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T22:11:01.297Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CH1SNCPT\",}</answer>", "index": 2712, "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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"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\": \"ceramic cookware set\"}],\n\"cart_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Made In Cookware - 7-Piece CeramiClad Non Stick Pot and Pan Set (Stainless Handle) - 5-Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible\", \"asin\": \"B0DK4773VV\", \"price\": \"$599.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Frying Pan (2.7 qt, 10.5\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\\nStainless Steel, Ceramic\", \"asin\": \"B09SRY5HYM\", \"price\": \"$95.00\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready\", \"asin\": \"B0CV9JCZ8B\", \"price\": \"$290.99\", \"quantity\": \"\"},\n{\"title\": \"Nuwave 9pc Cookware Set Healthy Duralon Blue Ceramic Nonstick Coated, Diamond Infused Scratch-Resistant, PFAS Free, Oven Safe, Induction Ready & Evenly Heats, Tempered Glass Lids & Stay-Cool Handle\", \"asin\": \"B0CKFKLVQK\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CXHDNBSS\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Made In Cookware - 7-Piece CeramiClad Non Stick Pot and Pan Set (Stainless Handle) - 5-Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible\", \"asin\": \"B0DK4773VV\", \"price\": \"$599.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream\", \"asin\": \"B0C128VD3B\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Frying Pan (2.7 qt, 10.5\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Sage\\nAluminum\", \"asin\": \"B09SRZN411\", \"price\": \"$95.00\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream.\\\" Rated 4.2 out of 5 stars by 3350 reviews. Not eligible for Prime.\", \"asin\": \"B08XM1B6ZX\"},\n{\"title\": \"Go to detail page for \\\"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Oven Safe & Compatible with All Stovetops - Perracotta.\\\" Rated 4.2 out of 5 stars by 3350 reviews. Not eligible for Prime.\", \"asin\": \"B08XMDFN4R\"},\n{\"title\": \"Go to detail page for \\\"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Sage.\\\" Rated 4.2 out of 5 stars by 3350 reviews. Not eligible for Prime.\", \"asin\": \"B08XLDWJYV\"}],\n\"search_results\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"delivery\": \"FREE delivery Wed, Apr 23\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Nonstick, 14-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Nonstick, 14-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"SENSARTE Nonstick Ceramic Cookware Set 13-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Tools and Pot Protectors, PFAS and PFOA Free\", \"asin\": \"B0BZHG5VQL\", \"price\": \"$67.95\", \"delivery\": \"Prime members get FREE delivery Overnight 4 AM - 8 AM Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"CAROTE 15pcs Ceramic Cookware Set, Pots and Pans Set, Induction Nonstick Kitchen Sets, Non Stick RV Pots Set with Detachable Handle, Dishwasher/Oven Safe, Taupe\", \"asin\": \"B0CM9HV6XM\", \"price\": \"$49.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 17 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"CAROTE Ceramic Pots and Pans Set Non Stick, Non-Toxic Cookwares, Healthy Ceramic Cookware Set 7Pcs\\uff0cPFAS/PFOA Free\\uff0cKitchen Induction Cooking Sets Dishwasher Safe, Cream White\", \"asin\": \"B0DK32KFP7\", \"price\": \"$42.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 17 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"Ceramic Nonstick Cookware Set, Healthy,Non Toxic,17-Pieces Pots and Pans Set Removable Handles,Induction RV Kitchen Set,Stain & Scratch-resistant,Dishwasher/Oven Safe,PFAS/PFOA Free,Cream White\", \"asin\": \"B0CRSZ9MC5\", \"price\": \"$49.99\", \"delivery\": \"Prime members get FREE delivery Overnight 4 AM - 8 AM Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"CAROTE 25pcs Ceramic Cookware Set, Pots and Pans Set Non Stick, Induction Kitchen Sets, Non Stick RV Cook ware Set with Detachable Handle, Dishwasher/Oven Safe Green\", \"asin\": \"B0DPKDTS6R\", \"price\": \"$129.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 17 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"Calphalon\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"GreenLife Soft Grip 16 Piece Cookware Set, Non-Toxic PFAS-Free Ceramic Nonstick, Pots, Frying, Sauce, Saute, Glass Lids, Stay-Cool Handles, Wobble Free Bases, Dishwasher & Oven Safe, Turquoise\", \"asin\": \"B071X9PTYV\", \"price\": \"$72.70\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"Amazon Basics 11-Piece Ceramic Non-Stick Pots and Pans Set, Dishwasher & Oven Safe, Non-Toxic, Easy Clean, Black/Cream\", \"asin\": \"B0BBQ9RMZT\", \"price\": \"$52.69\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"Amazon Basics Ceramic Nonstick Pots and Pans Cookware Set, Non-Toxic, 10-Piece Set- Copper Color\", \"asin\": \"B0BD76KZZ5\", \"price\": \"$86.53\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"SENSARTE Nonstick Ceramic Cookware Set 23-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS & PFOA Free\", \"asin\": \"B0DCBX34CB\", \"price\": \"$159.99\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"24 Pcs Pots and Pans Set Non Stick Ceramic Cookware Set,Healthy Non Toxic Kitchen Cookware Sets with Large Capacity,Induction Compatible,Dishwasher Safe,PFAS/PTFE/PFOA/PFOS Free,Cream White\", \"asin\": \"B0DS1NXDFH\"},\n{\"title\": \"CAROTE Ceramic Cookware Set 12 Piece, Healthy & PFOA/PFAS Free, Nonstick Pots and Pans Set, Induction-Compatible, Taupe\", \"asin\": \"B0DJR7FJYZ\", \"price\": \"$99.99\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"CAROTE 18Pcs Nonstick Ceramic Cookware Set, PFAS/PFOA Free, Cream White Pots and Pans Set Non Stick, Non-toxic Cookware,Kitchen Cooking Pan Set, Large Capacity\", \"asin\": \"B0DJRBGNZF\", \"price\": \"$69.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 17 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$99.99\", \"delivery\": \"Prime members get FREE delivery Overnight 4 AM - 8 AM Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"19 Pcs Pots and Pans Set Non Stick Ceramic Cookware Set with Removable Handles, Non Toxic Induction Kitchen Cookware Sets RV Cookware,Dishwasher/Oven Safe PFAS/PTFE/PFOA Free Cream White\", \"asin\": \"B0D95XGXXF\", \"price\": \"$75.99\", \"delivery\": \"Prime members get FREE delivery Overnight 4 AM - 8 AM Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"CAROTE 21Pcs Pots and Pans Set, Nonstick Cookware Sets, White Granite Induction Cookware Non Stick Cooking Set w/Frying Pans & Saucepans(PFOS, PFOA Free)\", \"asin\": \"B0C8HPJW4J\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Wed, Apr 23 Or fastest delivery Mon, Apr 21\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick Pot&Pan With Lid Cream White Granite Induction Compatible with Glass Lids Crepe Frying Pan PFOA/PFOS-Free\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 17 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"Astercook 23 Pcs Pots and Pans Set Non Stick, Ceramic Cookware Set Detachable Handle, RV Kitchen Cooking Set Removable Handles, Oven Safe, Induction Ready, Stackable Non-stick Set, Cream White\", \"asin\": \"B0DS1VT6CW\", \"price\": \"$79.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 17 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 17 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"GOTHAM STEEL 12 Pc Ceramic Cookware Set Nonstick, Pots and Pans Set Non Stick for Kitchen with Frying Pan, Sauce Pan, Pots and Pans for Cooking, Non Toxic Cookware Sets, Oven and Dishwasher Safe\", \"asin\": \"B0CG7HWNKZ\", \"price\": \"$83.99\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"Cuisinart 11-Piece Nonstick Cookware Set, Ceramica XT, Black, 54C-11BK\", \"asin\": \"B076H4YDB3\", \"price\": \"$107.96\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"Ninja NeverStick Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, Ceramic, Stainless Steel, Stove to Oven Safe, All Stovetops & Induction Compatible, Black, CW39014BK\", \"asin\": \"B0DCLF9VDJ\", \"price\": \"$399.99\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"GreenPan Reserve Hard Anodized Healthy Ceramic Nonstick 10 Piece Cookware Pots and Pans Set, Gold-Tone Stainless Steel Handles, PFAS & PFOA-Free, Dishwasher Safe, Oven & Broiler Safe, Twilight Blue\", \"asin\": \"B09G5L4LZ8\", \"price\": \"$365.66\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"SENSARTE 17 Piece Ceramic Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Dishwasher \\uff06 Oven Safe, PFAS/PTFE/PFOA Free (Navy)\", \"asin\": \"B0D4TH2BBB\", \"price\": \"$89.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 17 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"T-fal Refresh Ceramic, Ceramic Non Stick Cookware Set 20 Piece, Oven Broiler Safe 350F, Kitchen Set w/Egg Pan, Fry Pans, Saucepans, Griddle, Sautepan, Dutch Oven & Utensils, Pots, Pans, Moon Gray\", \"asin\": \"B0D1HTY3CS\", \"price\": \"$119.99\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"Amazon Basics Ceramic Non-Stick 12-Piece Cookware Set, Gray - Pots, Pans and Utensils\", \"asin\": \"B07Y59H2NL\", \"price\": \"$80.61\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21\"},\n{\"title\": \"Caraway Nonstick Ceramic Frying Pan (2.7 qt, 10.5\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B09SRY5HYM\", \"price\": \"$95.00\", \"delivery\": \"FREE delivery Wed, Apr 23\"},\n{\"title\": \"Made In Cookware - 7-Piece CeramiClad Non Stick Pot and Pan Set (Stainless Handle) - 5-Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible\", \"asin\": \"B0DK4773VV\", \"price\": \"$599.00\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 18 Or Non-members get FREE delivery Mon, Apr 21 Only 1 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\": \"2025-04-16T22:11:01.297Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"ceramic cookware set\"}],\n\"cart_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CH1SNCPT\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\"},\n{\"price\": \"$219.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium for safe, consistent food release and fast, easy cleanup ( Manufacturing process does not involve adding to the product any of these substances which may otherwise be present in the environment) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Blue Velvet hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF).\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"9 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Nonstick, 14-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"T-fal Ultimate Hard Anodized Nonstick Cookware Set 17 Piece, Oven Broiler Safe 400F, Lid Safe 350F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Griddle, Pots and Pans, Dishwasher Safe Black\", \"asin\": \"B00TQJWF1I\", \"price\": \"$197.82\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Ceramic Cookware Set 13-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Tools and Pot Protectors, PFAS and PFOA Free\", \"asin\": \"B0BZHG5VQL\", \"price\": \"$67.95\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Ceramic Cookware Set 23-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS & PFOA Free\", \"asin\": \"B0DCBX34CB\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE 17 Piece Ceramic Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Dishwasher \\uff06 Oven Safe, PFAS/PTFE/PFOA Free (Almond Beige)\", \"asin\": \"B0D4TDBZN3\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Crime Alert Hourly Update\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"48 Hours\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ONGIFT Kitchen Pots and Pans Set Non Stick, 11 Pieces Cookware Set Ceramic Nonstick Coated, Scratch-Resistant, PFAS, PFOA Free, Oven Safe, Rapidly & Evenly Heats, Enamel Exterior Cooking Set - Teal\", \"asin\": \"B0DGPWP1VV\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Ceramic Cookware Set 23-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS & PFOA Free\", \"asin\": \"B0DCBX34CB\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Healthy Duralon Blue Ceramic Nonstick Cookware Set, Diamond Infused Scratch-Resistant, PFAS Free, Dishwasher & Oven Safe, Induction Ready & Evenly Heats, Tempered Glass Lids & Stay-Cool Handles\", \"asin\": \"B0C7LL3SGP\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Stainless Steel Cookware/Pots and Pans Set, 10 Piece, Brushed Stainless Steel\", \"asin\": \"B0B3PYMYF6\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"T-fal Ultimate Hard Anodized Nonstick Cookware Set 17 Piece, Oven Broiler Safe 400F, Lid Safe 350F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Griddle, Pots and Pans, Dishwasher Safe Black\", \"asin\": \"B00TQJWF1I\", \"price\": \"$197.82\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Nonstick, 14-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Empire Red\", \"asin\": \"B0CY3MNNM5\", \"price\": \"$219.99\"},\n{\"title\": \"T-Fal\\u00a0T-fal Advanced Nonstick Cookware Set 12 Piece, Oven Broiler Safe 350F, Kitchen Cooking Set W/Fry Pans, Saucepans, Deep Saute, Dutch Oven & Kitchen Utensils, Pots and Pans, Dishwasher Safe, Black\", \"asin\": \"B076682L7W\", \"price\": \"$101.12\"},\n{\"title\": \"T-Fal\\u00a0T-fal Initiatives Nonstick Cookware Set 18 Piece, Oven Broiler Safe 350F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Dutch Oven, Griddle, Pots and Pans, Home, Dishwasher Safe, Red\", \"asin\": \"B0084002LK\", \"price\": \"$110.00\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"}]\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\": \"2025-04-16T22:11:13.734Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-16T22:11:13.734Z
click
product_option
rule
train
2,713
2025-04-16T22:11:13.734Z
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": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"} {"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"} {"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"} {"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"} {"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"} {"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:18.606Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:10:05.152Z", "action": "input", "action_argument": "ceramic"} {"timestamp": "2025-04-16T22:10:05.254Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:11:01.297Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "ceramic cookware set"}], "cart_items": [{"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$167.89", "quantity": "1"}], "product_details": [{"asin": "B0CH1SNCPT"}, {"title": "KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\u00b0F, Pistachio"}, {"price": "$219.99"}, {"bullet_list": "TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium for safe, consistent food release and fast, easy cleanup ( Manufacturing process does not involve adding to the product any of these substances which may otherwise be present in the environment) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Blue Velvet hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\u00baF)."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "White"}, {"Size": "9 Piece"}], "promotion_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "price": "$395.00", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Nonstick, 14-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "T-fal Ultimate Hard Anodized Nonstick Cookware Set 17 Piece, Oven Broiler Safe 400F, Lid Safe 350F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Griddle, Pots and Pans, Dishwasher Safe Black", "asin": "B00TQJWF1I", "price": "$197.82", "quantity": ""}, {"title": "SENSARTE Nonstick Ceramic Cookware Set 13-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Tools and Pot Protectors, PFAS and PFOA Free", "asin": "B0BZHG5VQL", "price": "$67.95", "quantity": ""}, {"title": "SENSARTE Nonstick Ceramic Cookware Set 23-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS & PFOA Free", "asin": "B0DCBX34CB", "price": "$159.99", "quantity": ""}, {"title": "SENSARTE 17 Piece Ceramic Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Dishwasher \uff06 Oven Safe, PFAS/PTFE/PFOA Free (Almond Beige)", "asin": "B0D4TDBZN3", "price": "$89.99", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "Crime Junkie", "asin": "", "quantity": ""}, {"title": "Dateline NBC", "asin": "", "quantity": ""}, {"title": "20/20", "asin": "", "quantity": ""}, {"title": "Crime Alert Hourly Update", "asin": "", "quantity": ""}, {"title": "Morbid", "asin": "", "quantity": ""}, {"title": "48 Hours", "asin": "", "quantity": ""}, {"title": "ONGIFT Kitchen Pots and Pans Set Non Stick, 11 Pieces Cookware Set Ceramic Nonstick Coated, Scratch-Resistant, PFAS, PFOA Free, Oven Safe, Rapidly & Evenly Heats, Enamel Exterior Cooking Set - Teal", "asin": "B0DGPWP1VV", "price": "$169.99", "quantity": ""}, {"title": "SENSARTE Nonstick Ceramic Cookware Set 23-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS & PFOA Free", "asin": "B0DCBX34CB", "price": "$159.99", "quantity": ""}, {"title": "Nuwave Healthy Duralon Blue Ceramic Nonstick Cookware Set, Diamond Infused Scratch-Resistant, PFAS Free, Dishwasher & Oven Safe, Induction Ready & Evenly Heats, Tempered Glass Lids & Stay-Cool Handles", "asin": "B0C7LL3SGP", "price": "$259.99", "quantity": ""}, {"title": "KitchenAid Stainless Steel Cookware/Pots and Pans Set, 10 Piece, Brushed Stainless Steel", "asin": "B0B3PYMYF6", "price": "$169.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "price": "$395.00", "quantity": ""}, {"title": "T-fal Ultimate Hard Anodized Nonstick Cookware Set 17 Piece, Oven Broiler Safe 400F, Lid Safe 350F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Griddle, Pots and Pans, Dishwasher Safe Black", "asin": "B00TQJWF1I", "price": "$197.82", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Nonstick, 14-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}], "comparison_items": [{"title": "KitchenAid\u00a0Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\u00b0F, Pistachio", "asin": "B0CH1SNCPT", "price": "$219.99"}, {"title": "KitchenAid\u00a0Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\u00b0F, Empire Red", "asin": "B0CY3MNNM5", "price": "$219.99"}, {"title": "T-Fal\u00a0T-fal Advanced Nonstick Cookware Set 12 Piece, Oven Broiler Safe 350F, Kitchen Cooking Set W/Fry Pans, Saucepans, Deep Saute, Dutch Oven & Kitchen Utensils, Pots and Pans, Dishwasher Safe, Black", "asin": "B076682L7W", "price": "$101.12"}, {"title": "T-Fal\u00a0T-fal Initiatives Nonstick Cookware Set 18 Piece, Oven Broiler Safe 350F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Dutch Oven, Griddle, Pots and Pans, Home, Dishwasher Safe, Red", "asin": "B0084002LK", "price": "$110.00"}, {"title": "Calphalon\u00a0\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99"}, {"title": "KitchenAid\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99"}] <|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": "2025-04-16T22:11:13.734Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-16T22:11:13.734Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T22:11:13.734Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2713, "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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"ceramic cookware set\"}],\n\"cart_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CH1SNCPT\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\"},\n{\"price\": \"$219.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium for safe, consistent food release and fast, easy cleanup ( Manufacturing process does not involve adding to the product any of these substances which may otherwise be present in the environment) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Blue Velvet hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF).\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"9 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Nonstick, 14-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"T-fal Ultimate Hard Anodized Nonstick Cookware Set 17 Piece, Oven Broiler Safe 400F, Lid Safe 350F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Griddle, Pots and Pans, Dishwasher Safe Black\", \"asin\": \"B00TQJWF1I\", \"price\": \"$197.82\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Ceramic Cookware Set 13-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Tools and Pot Protectors, PFAS and PFOA Free\", \"asin\": \"B0BZHG5VQL\", \"price\": \"$67.95\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Ceramic Cookware Set 23-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS & PFOA Free\", \"asin\": \"B0DCBX34CB\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE 17 Piece Ceramic Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Dishwasher \\uff06 Oven Safe, PFAS/PTFE/PFOA Free (Almond Beige)\", \"asin\": \"B0D4TDBZN3\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Crime Alert Hourly Update\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"48 Hours\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ONGIFT Kitchen Pots and Pans Set Non Stick, 11 Pieces Cookware Set Ceramic Nonstick Coated, Scratch-Resistant, PFAS, PFOA Free, Oven Safe, Rapidly & Evenly Heats, Enamel Exterior Cooking Set - Teal\", \"asin\": \"B0DGPWP1VV\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Ceramic Cookware Set 23-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS & PFOA Free\", \"asin\": \"B0DCBX34CB\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Healthy Duralon Blue Ceramic Nonstick Cookware Set, Diamond Infused Scratch-Resistant, PFAS Free, Dishwasher & Oven Safe, Induction Ready & Evenly Heats, Tempered Glass Lids & Stay-Cool Handles\", \"asin\": \"B0C7LL3SGP\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Stainless Steel Cookware/Pots and Pans Set, 10 Piece, Brushed Stainless Steel\", \"asin\": \"B0B3PYMYF6\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"T-fal Ultimate Hard Anodized Nonstick Cookware Set 17 Piece, Oven Broiler Safe 400F, Lid Safe 350F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Griddle, Pots and Pans, Dishwasher Safe Black\", \"asin\": \"B00TQJWF1I\", \"price\": \"$197.82\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Nonstick, 14-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Empire Red\", \"asin\": \"B0CY3MNNM5\", \"price\": \"$219.99\"},\n{\"title\": \"T-Fal\\u00a0T-fal Advanced Nonstick Cookware Set 12 Piece, Oven Broiler Safe 350F, Kitchen Cooking Set W/Fry Pans, Saucepans, Deep Saute, Dutch Oven & Kitchen Utensils, Pots and Pans, Dishwasher Safe, Black\", \"asin\": \"B076682L7W\", \"price\": \"$101.12\"},\n{\"title\": \"T-Fal\\u00a0T-fal Initiatives Nonstick Cookware Set 18 Piece, Oven Broiler Safe 350F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Dutch Oven, Griddle, Pots and Pans, Home, Dishwasher Safe, Red\", \"asin\": \"B0084002LK\", \"price\": \"$110.00\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"}]\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\": \"2025-04-16T22:11:13.734Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"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\": \"ceramic cookware set\"}],\n\"cart_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"9 Piece\"}],\n\"promotion_items\": [{\"title\": \"KitchenAid Hard Anodized Induction Nonstick Cookware Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B08GFG6GGD\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Tri-Ply Stainless Steel Pots and Pans Set 11-PC, 18/10 Stainless Steel Induction Co...\", \"asin\": \"B09P5XGQN3\", \"price\": \"$167.89\", \"quantity\": \"\"},\n{\"title\": \"Rachael Ray Cucina Ceramic Nonstick Pots and Pans Set with Saucepans, Saute, Frying Pans, Stockpot, Lids, Pan Protectors, and Cooking Utensils, 13 Piece Non Stick Cookware Set - Almond\", \"asin\": \"B0DWND4TMQ\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 12Pcs Stainless Steel Cookware Set,Stainless Steel Pots and Pans Set with Tempered Glass Lids, Induction Kitchen Cookware Sets with Stay-Cool Handles,Includes Stockpot, White\", \"asin\": \"B0DQG2ZQM3\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Lockton Premium Nonstick PFA Free Ceramic Interior 10 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Linen White w/Gold Handle\", \"asin\": \"B0BNJXV9WH\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Nonstick, 14-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"Rachael Ray Cucina Nonstick Cookware Pots and Pans Set, 12 Piece, Agave Blue\", \"asin\": \"B00JYHNNYK\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Lockton Premium Nonstick PFA Free Ceramic Interior 10 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Linen White w/Gold Handle\", \"asin\": \"B0BNJXV9WH\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Nonstick, 20-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set with Stay-Cool Handles, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0CYP1Q3NZ\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Induction Nonstick Cookware Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B08GFG6GGD\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Ceramic Cookware Set 16-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS and PFOA Free\", \"asin\": \"B0CXHDNBSS\", \"price\": \"$99.74\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready\", \"asin\": \"B0CV9BR352\", \"price\": \"$365.68\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 12Pcs Stainless Steel Cookware Set,Stainless Steel Pots and Pans Set with Tempered Glass Lids, Induction Kitchen Cookware Sets with Stay-Cool Handles,Includes Stockpot, White\", \"asin\": \"B0DQG2ZQM3\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Induction Nonstick Cookware Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B08GFG6GGD\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Lockton Premium Nonstick PFA Free Ceramic Interior 10 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Linen White w/Gold Handle\", \"asin\": \"B0BNJXV9WH\", \"price\": \"$179.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"SENSARTE\\u00a0Ceramic Cookware Sets, Pots and Pans Set Nonstick, 14-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"}]\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\": \"2025-04-16T22:12:02.528Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-16T22:12:02.528Z
click
product_option
rule
train
2,714
2025-04-16T22:12:02.528Z
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": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"} {"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"} {"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"} {"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"} {"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"} {"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:18.606Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:10:05.152Z", "action": "input", "action_argument": "ceramic"} {"timestamp": "2025-04-16T22:10:05.254Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:11:01.297Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-16T22:11:13.734Z", "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": "ceramic cookware set"}], "cart_items": [{"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$167.89", "quantity": "1"}], "product_details": [{"asin": "B0DM6ZLKF8"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White"}, {"price": "$229.99"}, {"bullet_list": "TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty"}], "product_quantity": [{"quantity": "1"}, {"quantity": "1"}], "product_options": [{"Color": "White"}, {"Size": "9 Piece"}], "promotion_items": [{"title": "KitchenAid Hard Anodized Induction Nonstick Cookware Pots and Pans Set, 10 Piece, Matte Black", "asin": "B08GFG6GGD", "price": "$259.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "price": "$395.00", "quantity": ""}, {"title": "Tri-Ply Stainless Steel Pots and Pans Set 11-PC, 18/10 Stainless Steel Induction Co...", "asin": "B09P5XGQN3", "price": "$167.89", "quantity": ""}, {"title": "Rachael Ray Cucina Ceramic Nonstick Pots and Pans Set with Saucepans, Saute, Frying Pans, Stockpot, Lids, Pan Protectors, and Cooking Utensils, 13 Piece Non Stick Cookware Set - Almond", "asin": "B0DWND4TMQ", "price": "$179.99", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "CAROTE 12Pcs Stainless Steel Cookware Set,Stainless Steel Pots and Pans Set with Tempered Glass Lids, Induction Kitchen Cookware Sets with Stay-Cool Handles,Includes Stockpot, White", "asin": "B0DQG2ZQM3", "price": "$149.99", "quantity": ""}, {"title": "Martha Stewart Lockton Premium Nonstick PFA Free Ceramic Interior 10 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Linen White w/Gold Handle", "asin": "B0BNJXV9WH", "price": "$179.99", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Nonstick, 14-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "Rachael Ray Cucina Nonstick Cookware Pots and Pans Set, 12 Piece, Agave Blue", "asin": "B00JYHNNYK", "price": "$159.99", "quantity": ""}, {"title": "Martha Stewart Lockton Premium Nonstick PFA Free Ceramic Interior 10 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Linen White w/Gold Handle", "asin": "B0BNJXV9WH", "price": "$179.99", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Nonstick, 20-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set with Stay-Cool Handles, PFAS PTFE PFOA PFOS Free", "asin": "B0CYP1Q3NZ", "price": "$159.99", "quantity": ""}, {"title": "KitchenAid Hard Anodized Induction Nonstick Cookware Pots and Pans Set, 10 Piece, Matte Black", "asin": "B08GFG6GGD", "price": "$259.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "price": "$395.00", "quantity": ""}, {"title": "SENSARTE Nonstick Ceramic Cookware Set 16-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS and PFOA Free", "asin": "B0CXHDNBSS", "price": "$99.74", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready", "asin": "B0CV9BR352", "price": "$365.68", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "CAROTE 12Pcs Stainless Steel Cookware Set,Stainless Steel Pots and Pans Set with Tempered Glass Lids, Induction Kitchen Cookware Sets with Stay-Cool Handles,Includes Stockpot, White", "asin": "B0DQG2ZQM3", "price": "$149.99", "quantity": ""}, {"title": "KitchenAid Hard Anodized Induction Nonstick Cookware Pots and Pans Set, 10 Piece, Matte Black", "asin": "B08GFG6GGD", "price": "$259.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "price": "$395.00", "quantity": ""}, {"title": "Martha Stewart Lockton Premium Nonstick PFA Free Ceramic Interior 10 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Linen White w/Gold Handle", "asin": "B0BNJXV9WH", "price": "$179.99", "quantity": ""}], "comparison_items": [{"title": "KitchenAid\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99"}, {"title": "SENSARTE\u00a0Ceramic Cookware Sets, Pots and Pans Set Nonstick, 14-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98"}, {"title": "KitchenAid\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99"}, {"title": "KitchenAid\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99"}, {"title": "KitchenAid\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red", "asin": "B0CXG35HVJ", "price": "$229.95"}, {"title": "Calphalon\u00a0\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99"}] <|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": "2025-04-16T22:12:02.528Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-16T22:12:02.528Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T22:12:02.528Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2714, "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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"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\": \"ceramic cookware set\"}],\n\"cart_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"9 Piece\"}],\n\"promotion_items\": [{\"title\": \"KitchenAid Hard Anodized Induction Nonstick Cookware Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B08GFG6GGD\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Tri-Ply Stainless Steel Pots and Pans Set 11-PC, 18/10 Stainless Steel Induction Co...\", \"asin\": \"B09P5XGQN3\", \"price\": \"$167.89\", \"quantity\": \"\"},\n{\"title\": \"Rachael Ray Cucina Ceramic Nonstick Pots and Pans Set with Saucepans, Saute, Frying Pans, Stockpot, Lids, Pan Protectors, and Cooking Utensils, 13 Piece Non Stick Cookware Set - Almond\", \"asin\": \"B0DWND4TMQ\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 12Pcs Stainless Steel Cookware Set,Stainless Steel Pots and Pans Set with Tempered Glass Lids, Induction Kitchen Cookware Sets with Stay-Cool Handles,Includes Stockpot, White\", \"asin\": \"B0DQG2ZQM3\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Lockton Premium Nonstick PFA Free Ceramic Interior 10 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Linen White w/Gold Handle\", \"asin\": \"B0BNJXV9WH\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Nonstick, 14-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"Rachael Ray Cucina Nonstick Cookware Pots and Pans Set, 12 Piece, Agave Blue\", \"asin\": \"B00JYHNNYK\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Lockton Premium Nonstick PFA Free Ceramic Interior 10 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Linen White w/Gold Handle\", \"asin\": \"B0BNJXV9WH\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Nonstick, 20-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set with Stay-Cool Handles, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0CYP1Q3NZ\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Induction Nonstick Cookware Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B08GFG6GGD\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Ceramic Cookware Set 16-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS and PFOA Free\", \"asin\": \"B0CXHDNBSS\", \"price\": \"$99.74\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready\", \"asin\": \"B0CV9BR352\", \"price\": \"$365.68\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 12Pcs Stainless Steel Cookware Set,Stainless Steel Pots and Pans Set with Tempered Glass Lids, Induction Kitchen Cookware Sets with Stay-Cool Handles,Includes Stockpot, White\", \"asin\": \"B0DQG2ZQM3\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Induction Nonstick Cookware Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B08GFG6GGD\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Lockton Premium Nonstick PFA Free Ceramic Interior 10 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Linen White w/Gold Handle\", \"asin\": \"B0BNJXV9WH\", \"price\": \"$179.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"SENSARTE\\u00a0Ceramic Cookware Sets, Pots and Pans Set Nonstick, 14-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"}]\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\": \"2025-04-16T22:12:02.528Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"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\": \"ceramic cookware set\"}],\n\"cart_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CH1SNCPT\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\"},\n{\"price\": \"$219.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium for safe, consistent food release and fast, easy cleanup ( Manufacturing process does not involve adding to the product any of these substances which may otherwise be present in the environment) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Blue Velvet hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF).\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"9 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Kitchen Pots and Pans Set Non Stick, 11 Pieces Cookware Set Ceramic Nonstick Coated...\", \"asin\": \"B0DGPWP1VV\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid 3-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"MAISON ARTS 30 Piece Pots and Pans Set Non Stick, Kitchen Cookware & Bakeware Sets with Nonstick Granite Coating, Baking Tray, Frying Pan and Saucepan, Green\", \"asin\": \"B0D8T9NFSW\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Romswi 23Piece Kitchen Cookware Set, Non Stick Pots and Pans Set, Induction Cookware with Utensil and Pan Protectors, Green\", \"asin\": \"B0DQ6YCRM8\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Rachael Ray Cucina Nonstick Cookware Pots and Pans Set, 12 Piece, Agave Blue\", \"asin\": \"B00JYHNNYK\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"T-fal Ultimate Hard Anodized Nonstick Cookware Set 17 Piece, Oven Broiler Safe 400F, Lid Safe 350F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Griddle, Pots and Pans, Dishwasher Safe Black\", \"asin\": \"B00TQJWF1I\", \"price\": \"$197.82\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Cookware Sauce Pan with Lid, 3 Quart, Pistachio\", \"asin\": \"B0C5N5KDS9\", \"price\": \"$44.00\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid 3-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Nonstick, 14-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Stainless Steel Cookware/Pots and Pans Set, 10 Piece, Brushed Stainless Steel\", \"asin\": \"B0B3PYMYF6\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"10Pcs Nonstick Cookware Set, Ciwete Tri-Ply Ceramics Cookware Set, Kitchen Pots and...\", \"asin\": \"B0DMSD3HJZ\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Induction Nonstick Cookware Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B08GFG6GGD\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid 3-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Cookware Sauce Pan with Lid, 3 Quart, Pistachio\", \"asin\": \"B0C5N5KDS9\", \"price\": \"$44.00\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Empire Red\", \"asin\": \"B0CY3MNNM5\", \"price\": \"$219.99\"},\n{\"title\": \"T-Fal\\u00a0T-fal Advanced Nonstick Cookware Set 12 Piece, Oven Broiler Safe 350F, Kitchen Cooking Set W/Fry Pans, Saucepans, Deep Saute, Dutch Oven & Kitchen Utensils, Pots and Pans, Dishwasher Safe, Black\", \"asin\": \"B076682L7W\", \"price\": \"$101.12\"},\n{\"title\": \"T-Fal\\u00a0T-fal Initiatives Nonstick Cookware Set 18 Piece, Oven Broiler Safe 350F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Dutch Oven, Griddle, Pots and Pans, Home, Dishwasher Safe, Red\", \"asin\": \"B0084002LK\", \"price\": \"$110.00\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"}]\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\": \"2025-04-16T22:12:15.563Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-16T22:12:15.563Z
click
product_option
rule
train
2,715
2025-04-16T22:12:15.563Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"} {"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"} {"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"} {"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"} {"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"} {"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:18.606Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:10:05.152Z", "action": "input", "action_argument": "ceramic"} {"timestamp": "2025-04-16T22:10:05.254Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:11:01.297Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-16T22:11:13.734Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:02.528Z", "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": "ceramic cookware set"}], "cart_items": [{"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$167.89", "quantity": "1"}], "product_details": [{"asin": "B0CH1SNCPT"}, {"title": "KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\u00b0F, Pistachio"}, {"price": "$219.99"}, {"bullet_list": "TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium for safe, consistent food release and fast, easy cleanup ( Manufacturing process does not involve adding to the product any of these substances which may otherwise be present in the environment) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Blue Velvet hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\u00baF)."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "White"}, {"Size": "9 Piece"}], "promotion_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "price": "$395.00", "quantity": ""}, {"title": "Kitchen Pots and Pans Set Non Stick, 11 Pieces Cookware Set Ceramic Nonstick Coated...", "asin": "B0DGPWP1VV", "price": "$169.99", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "KitchenAid 3-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "MAISON ARTS 30 Piece Pots and Pans Set Non Stick, Kitchen Cookware & Bakeware Sets with Nonstick Granite Coating, Baking Tray, Frying Pan and Saucepan, Green", "asin": "B0D8T9NFSW", "price": "$219.99", "quantity": ""}, {"title": "Romswi 23Piece Kitchen Cookware Set, Non Stick Pots and Pans Set, Induction Cookware with Utensil and Pan Protectors, Green", "asin": "B0DQ6YCRM8", "price": "$79.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "quantity": ""}, {"title": "Rachael Ray Cucina Nonstick Cookware Pots and Pans Set, 12 Piece, Agave Blue", "asin": "B00JYHNNYK", "price": "$159.99", "quantity": ""}, {"title": "T-fal Ultimate Hard Anodized Nonstick Cookware Set 17 Piece, Oven Broiler Safe 400F, Lid Safe 350F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Griddle, Pots and Pans, Dishwasher Safe Black", "asin": "B00TQJWF1I", "price": "$197.82", "quantity": ""}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Cookware Sauce Pan with Lid, 3 Quart, Pistachio", "asin": "B0C5N5KDS9", "price": "$44.00", "quantity": ""}, {"title": "KitchenAid 3-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Nonstick, 14-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "KitchenAid Stainless Steel Cookware/Pots and Pans Set, 10 Piece, Brushed Stainless Steel", "asin": "B0B3PYMYF6", "price": "$169.99", "quantity": ""}, {"title": "10Pcs Nonstick Cookware Set, Ciwete Tri-Ply Ceramics Cookware Set, Kitchen Pots and...", "asin": "B0DMSD3HJZ", "price": "$94.99", "quantity": ""}, {"title": "KitchenAid Hard Anodized Induction Nonstick Cookware Pots and Pans Set, 10 Piece, Matte Black", "asin": "B08GFG6GGD", "price": "$259.99", "quantity": ""}, {"title": "KitchenAid Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "KitchenAid 3-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99", "quantity": ""}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Cookware Sauce Pan with Lid, 3 Quart, Pistachio", "asin": "B0C5N5KDS9", "price": "$44.00", "quantity": ""}], "comparison_items": [{"title": "KitchenAid\u00a0Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\u00b0F, Pistachio", "asin": "B0CH1SNCPT", "price": "$219.99"}, {"title": "KitchenAid\u00a0Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\u00b0F, Empire Red", "asin": "B0CY3MNNM5", "price": "$219.99"}, {"title": "T-Fal\u00a0T-fal Advanced Nonstick Cookware Set 12 Piece, Oven Broiler Safe 350F, Kitchen Cooking Set W/Fry Pans, Saucepans, Deep Saute, Dutch Oven & Kitchen Utensils, Pots and Pans, Dishwasher Safe, Black", "asin": "B076682L7W", "price": "$101.12"}, {"title": "T-Fal\u00a0T-fal Initiatives Nonstick Cookware Set 18 Piece, Oven Broiler Safe 350F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Dutch Oven, Griddle, Pots and Pans, Home, Dishwasher Safe, Red", "asin": "B0084002LK", "price": "$110.00"}, {"title": "Calphalon\u00a0\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99"}, {"title": "KitchenAid\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99"}] <|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": "2025-04-16T22:12:15.563Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-16T22:12:15.563Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T22:12:15.563Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2715, "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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"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\": \"ceramic cookware set\"}],\n\"cart_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CH1SNCPT\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\"},\n{\"price\": \"$219.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium for safe, consistent food release and fast, easy cleanup ( Manufacturing process does not involve adding to the product any of these substances which may otherwise be present in the environment) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Blue Velvet hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF).\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"9 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Kitchen Pots and Pans Set Non Stick, 11 Pieces Cookware Set Ceramic Nonstick Coated...\", \"asin\": \"B0DGPWP1VV\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid 3-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"MAISON ARTS 30 Piece Pots and Pans Set Non Stick, Kitchen Cookware & Bakeware Sets with Nonstick Granite Coating, Baking Tray, Frying Pan and Saucepan, Green\", \"asin\": \"B0D8T9NFSW\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Romswi 23Piece Kitchen Cookware Set, Non Stick Pots and Pans Set, Induction Cookware with Utensil and Pan Protectors, Green\", \"asin\": \"B0DQ6YCRM8\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Rachael Ray Cucina Nonstick Cookware Pots and Pans Set, 12 Piece, Agave Blue\", \"asin\": \"B00JYHNNYK\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"T-fal Ultimate Hard Anodized Nonstick Cookware Set 17 Piece, Oven Broiler Safe 400F, Lid Safe 350F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Griddle, Pots and Pans, Dishwasher Safe Black\", \"asin\": \"B00TQJWF1I\", \"price\": \"$197.82\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Cookware Sauce Pan with Lid, 3 Quart, Pistachio\", \"asin\": \"B0C5N5KDS9\", \"price\": \"$44.00\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid 3-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Nonstick, 14-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Stainless Steel Cookware/Pots and Pans Set, 10 Piece, Brushed Stainless Steel\", \"asin\": \"B0B3PYMYF6\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"10Pcs Nonstick Cookware Set, Ciwete Tri-Ply Ceramics Cookware Set, Kitchen Pots and...\", \"asin\": \"B0DMSD3HJZ\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Induction Nonstick Cookware Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B08GFG6GGD\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid 3-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Cookware Sauce Pan with Lid, 3 Quart, Pistachio\", \"asin\": \"B0C5N5KDS9\", \"price\": \"$44.00\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Empire Red\", \"asin\": \"B0CY3MNNM5\", \"price\": \"$219.99\"},\n{\"title\": \"T-Fal\\u00a0T-fal Advanced Nonstick Cookware Set 12 Piece, Oven Broiler Safe 350F, Kitchen Cooking Set W/Fry Pans, Saucepans, Deep Saute, Dutch Oven & Kitchen Utensils, Pots and Pans, Dishwasher Safe, Black\", \"asin\": \"B076682L7W\", \"price\": \"$101.12\"},\n{\"title\": \"T-Fal\\u00a0T-fal Initiatives Nonstick Cookware Set 18 Piece, Oven Broiler Safe 350F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Dutch Oven, Griddle, Pots and Pans, Home, Dishwasher Safe, Red\", \"asin\": \"B0084002LK\", \"price\": \"$110.00\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"}]\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\": \"2025-04-16T22:12:15.563Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"ceramic cookware set\"}],\n\"cart_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"KitchenAid Hard Anodized Induction Nonstick Cookware Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B08GFG6GGD\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Tri-Ply Stainless Steel Pots and Pans Set 11-PC, 18/10 Stainless Steel Induction Co...\", \"asin\": \"B09P5XGQN3\", \"price\": \"$167.89\", \"quantity\": \"\"},\n{\"title\": \"Rachael Ray Cucina Ceramic Nonstick Pots and Pans Set with Saucepans, Saute, Frying Pans, Stockpot, Lids, Pan Protectors, and Cooking Utensils, 13 Piece Non Stick Cookware Set - Almond\", \"asin\": \"B0DWND4TMQ\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 12Pcs Stainless Steel Cookware Set,Stainless Steel Pots and Pans Set with Tempered Glass Lids, Induction Kitchen Cookware Sets with Stay-Cool Handles,Includes Stockpot, White\", \"asin\": \"B0DQG2ZQM3\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Lockton Premium Nonstick PFA Free Ceramic Interior 10 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Linen White w/Gold Handle\", \"asin\": \"B0BNJXV9WH\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready\", \"asin\": \"B0CV9BR352\", \"price\": \"$365.68\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 12Pcs Stainless Steel Cookware Set,Stainless Steel Pots and Pans Set with Tempered Glass Lids, Induction Kitchen Cookware Sets with Stay-Cool Handles,Includes Stockpot, White\", \"asin\": \"B0DQG2ZQM3\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Induction Nonstick Cookware Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B08GFG6GGD\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Lockton Premium Nonstick PFA Free Ceramic Interior 10 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Linen White w/Gold Handle\", \"asin\": \"B0BNJXV9WH\", \"price\": \"$179.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"SENSARTE\\u00a0Ceramic Cookware Sets, Pots and Pans Set Nonstick, 14-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"}]\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\": \"2025-04-16T22:12:41.932Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-16T22:12:41.932Z
purchase
B0DM6ZLKF8
rule
train
2,716
2025-04-16T22:12:41.932Z
purchase
B0DM6ZLKF8
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"} {"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"} {"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"} {"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"} {"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"} {"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:18.606Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:10:05.152Z", "action": "input", "action_argument": "ceramic"} {"timestamp": "2025-04-16T22:10:05.254Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:11:01.297Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-16T22:11:13.734Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:02.528Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:15.563Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "ceramic cookware set"}], "cart_items": [{"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$167.89", "quantity": "1"}], "product_details": [{"asin": "B0DM6ZLKF8"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White"}, {"price": "$229.99"}, {"bullet_list": "TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty"}], "product_quantity": [{"quantity": "1"}, {"quantity": "1"}], "product_options": [{"Color": "White"}, {"Size": "10 Piece"}], "promotion_items": [{"title": "KitchenAid Hard Anodized Induction Nonstick Cookware Pots and Pans Set, 10 Piece, Matte Black", "asin": "B08GFG6GGD", "price": "$259.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "price": "$395.00", "quantity": ""}, {"title": "Tri-Ply Stainless Steel Pots and Pans Set 11-PC, 18/10 Stainless Steel Induction Co...", "asin": "B09P5XGQN3", "price": "$167.89", "quantity": ""}, {"title": "Rachael Ray Cucina Ceramic Nonstick Pots and Pans Set with Saucepans, Saute, Frying Pans, Stockpot, Lids, Pan Protectors, and Cooking Utensils, 13 Piece Non Stick Cookware Set - Almond", "asin": "B0DWND4TMQ", "price": "$179.99", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "CAROTE 12Pcs Stainless Steel Cookware Set,Stainless Steel Pots and Pans Set with Tempered Glass Lids, Induction Kitchen Cookware Sets with Stay-Cool Handles,Includes Stockpot, White", "asin": "B0DQG2ZQM3", "price": "$149.99", "quantity": ""}, {"title": "Martha Stewart Lockton Premium Nonstick PFA Free Ceramic Interior 10 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Linen White w/Gold Handle", "asin": "B0BNJXV9WH", "price": "$179.99", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready", "asin": "B0CV9BR352", "price": "$365.68", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "CAROTE 12Pcs Stainless Steel Cookware Set,Stainless Steel Pots and Pans Set with Tempered Glass Lids, Induction Kitchen Cookware Sets with Stay-Cool Handles,Includes Stockpot, White", "asin": "B0DQG2ZQM3", "price": "$149.99", "quantity": ""}, {"title": "KitchenAid Hard Anodized Induction Nonstick Cookware Pots and Pans Set, 10 Piece, Matte Black", "asin": "B08GFG6GGD", "price": "$259.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "price": "$395.00", "quantity": ""}, {"title": "Martha Stewart Lockton Premium Nonstick PFA Free Ceramic Interior 10 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Linen White w/Gold Handle", "asin": "B0BNJXV9WH", "price": "$179.99", "quantity": ""}], "comparison_items": [{"title": "KitchenAid\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99"}, {"title": "SENSARTE\u00a0Ceramic Cookware Sets, Pots and Pans Set Nonstick, 14-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98"}, {"title": "KitchenAid\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99"}, {"title": "KitchenAid\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99"}, {"title": "KitchenAid\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red", "asin": "B0CXG35HVJ", "price": "$229.95"}, {"title": "Calphalon\u00a0\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99"}] <|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": "2025-04-16T22:12:41.932Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-16T22:12:41.932Z\",\"action\": \"purchase\",\"acion_argument\": \"B0DM6ZLKF8\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-16T22:12:41.932Z\",\"action\": \"purchase\",\"acion_argument\": \"B0DM6ZLKF8\",}</answer>", "index": 2716, "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\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"ceramic cookware set\"}],\n\"cart_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"KitchenAid Hard Anodized Induction Nonstick Cookware Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B08GFG6GGD\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Tri-Ply Stainless Steel Pots and Pans Set 11-PC, 18/10 Stainless Steel Induction Co...\", \"asin\": \"B09P5XGQN3\", \"price\": \"$167.89\", \"quantity\": \"\"},\n{\"title\": \"Rachael Ray Cucina Ceramic Nonstick Pots and Pans Set with Saucepans, Saute, Frying Pans, Stockpot, Lids, Pan Protectors, and Cooking Utensils, 13 Piece Non Stick Cookware Set - Almond\", \"asin\": \"B0DWND4TMQ\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 12Pcs Stainless Steel Cookware Set,Stainless Steel Pots and Pans Set with Tempered Glass Lids, Induction Kitchen Cookware Sets with Stay-Cool Handles,Includes Stockpot, White\", \"asin\": \"B0DQG2ZQM3\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Lockton Premium Nonstick PFA Free Ceramic Interior 10 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Linen White w/Gold Handle\", \"asin\": \"B0BNJXV9WH\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready\", \"asin\": \"B0CV9BR352\", \"price\": \"$365.68\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 12Pcs Stainless Steel Cookware Set,Stainless Steel Pots and Pans Set with Tempered Glass Lids, Induction Kitchen Cookware Sets with Stay-Cool Handles,Includes Stockpot, White\", \"asin\": \"B0DQG2ZQM3\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Induction Nonstick Cookware Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B08GFG6GGD\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Lockton Premium Nonstick PFA Free Ceramic Interior 10 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Linen White w/Gold Handle\", \"asin\": \"B0BNJXV9WH\", \"price\": \"$179.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"SENSARTE\\u00a0Ceramic Cookware Sets, Pots and Pans Set Nonstick, 14-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"}]\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\": \"2025-04-16T22:12:41.932Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BWMXRSH8\"},\n{\"title\": \"Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\"},\n{\"price\": \"$169.89\"},\n{\"bullet_list\": \"\\ud83c\\udf32Ergonomic Design: These counter-height bar stools feature unique and sleek shell backrests designed with ergonomics in mind, providing extra back support while adding beauty. The 2.5-inch thick high-density sponge cushion adds extra comfort, while the footrest allows you to relax your legs. \\ud83c\\udf32Premium Fabric: The unique shape and premium faux leather make this island stool stand out. Its waterproof function makes it easy to clean. The 26-inch seat height is suitable for kitchen countertops that are 34-40 inches high. \\ud83c\\udf32Multi-scene Application: With its modern and classic appearance, it is suitable for various home styles. It can be used as a kitchen bar stool, breakfast bar stool, kitchen island bar stool, counter stool, high stool, etc. You can enjoy a comfortable experience when sitting on it. \\ud83c\\udf32Sturdy Base: The sturdy square frame and four sturdy metal legs make the bar stool more stable, with a maximum load-bearing capacity of 330 pounds. In addition, our stool feet are equipped with floor protectors, and adjustable height, preventing the floor from being scratched and becoming more stable. \\ud83c\\udf32Easy to Assemble and Secure Packaging: Our bar chairs are protected by multiple layers to ensure safety during transportation and reduce impact. The counter stool with detailed installation instructions and auxiliary installation tools. With just 10 minutes, you can get this exquisite bar stool\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Green Pu Leather\"},\n{\"Size\": \"2PCS\"}],\n\"promotion_items\": [{\"title\": \"Bar Stools Set of 3, Faux Leather Counter Height Stools, 26\\\" Modern Barstools with ...\", \"asin\": \"B0CZ6YZZBB\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Modern 30\\\" Bar Stools Set of 2 with Back, Faux Leather Upholstered Counter Height B...\", \"asin\": \"B0C4H37YD8\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Modern Swivel Bar Stools Set of 2, 26 Inch Counter Height Bar Stools with High Back...\", \"asin\": \"B0DFY9J35H\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Bar Stools Set of 2, 27\\\" Tufted Modern Counter Height Bar stools, Upholstered Barst...\", \"asin\": \"B0CWKVSKZV\", \"price\": \"$149.98\", \"quantity\": \"\"},\n{\"title\": \"Counter Height Bar Stools Set of 2, 27.9\\\" Seat Height Upholstered Swivel Bar Stools...\", \"asin\": \"B0DRVG3DLV\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"26\\\" Modern Chenille Counter Stools Set of 2, Green Upholstered Boucle Counter Heigh...\", \"asin\": \"B0D2RF6Y68\", \"price\": \"$149.89\", \"quantity\": \"\"},\n{\"title\": \"24\\\" Swivel Bar Stools Set of 2, Counter Height BarStools with Back, Leather Counter...\", \"asin\": \"B0C8VMJSYN\", \"price\": \"$259.98\", \"quantity\": \"\"},\n{\"title\": \"Modern Counter Height Bar Stools Set of 2 Green Bar Stools with Back/Gold Legs Upho...\", \"asin\": \"B0CCV7HXSS\", \"price\": \"$243.89\", \"quantity\": \"\"},\n{\"title\": \"Guyou 26\\\" Barrel Bar Stools Set of 4, Green Leather Counter Stools with Black Legs, Mid Century Modern Upholstered Ktichen Island Counter Stools with Hollow Back and Armrests for Home Pub Bar\", \"asin\": \"B0DB5QSGGT\", \"price\": \"$397.98\", \"quantity\": \"\"},\n{\"title\": \"Guyou Modern 26\\\" Counter Height Bar Stools Set of 4, Green Chenille Counter Stools with Curved Back, Upholstered Armless Barstools with Black Metal Frame for Kitchen Island Dining Room\", \"asin\": \"B0CNXKB34F\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Modern 26 Inch Counter Height Bar Stools Set of 4, Round Faux Leather Upholstered C...\", \"asin\": \"B0DJPHPNDS\", \"price\": \"$236.99\", \"quantity\": \"\"},\n{\"title\": \"Bar Stools Set of 2, 26\\\" Swivel Counter Height Bar Stools with Back and Armrest, Fa...\", \"asin\": \"B0DPG1JG2S\", \"price\": \"$205.99\", \"quantity\": \"\"},\n{\"title\": \"Bar Stools Set of 3, Faux Leather Counter Height Stools, 26\\\" Modern Barstools with ...\", \"asin\": \"B0CZ6YZZBB\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Watson & Whitely Mid Century Modern Barstools Set of 2, 26\\\" H Upholstered Counter Height Bar Stools with Wood Armrests and Metal Legs, Faux Leather in Saddle Brown\", \"asin\": \"B0CSSTZ9TH\", \"price\": \"$349.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Shunzhi\\u00a0Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\"},\n{\"title\": \"HeuGah\\u00a0Green Bar Stools Set of 3, 26 Inch Barstools with Metal Legs Faux Leather Counter Height Bar Stools for Kitchen Island Modern Bar Seats Chairs with Backrest\", \"asin\": \"B0C7L39DRH\", \"price\": \"$169.99\"},\n{\"title\": \"RIVOVA\\u00a0Bar Stools Set of 2, 24\\\" Counter Height Barstools with Back, Modern PU Leather Bar Stool for Kitchen Island, Upholstered Pub Stools with Footrest, Armless Dining Chairs for Pub, Green\", \"asin\": \"B0C4N32YXN\", \"price\": \"$123.49\"},\n{\"title\": \"Madaha\\u00a0Counter Height Bar Stools Set of 4, 360\\u00b0 Swivel Upholstered Barstools with Backs and Metal Legs, 27\\\" Seat Height Modern Bar Stools for Kitchen Island, Home Bar, Faux Leather in Brown\", \"asin\": \"B0DD7PVPV7\", \"price\": \"$249.99\"},\n{\"title\": \"Shunzhi\\u00a0Green Counter Heigt Bar Stools Set of 4 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMWHZVC\", \"price\": \"$335.89\"},\n{\"title\": \"ONEVOG\\u00a024 Inch Green Counter Height Bar Stools Set of 2, Mid Century Modern Tall Chairs for Island Kitchen, Upholstered Velvet Fabric Cantilever Stools with Backs and Metal Footrest, Olive Green\", \"asin\": \"B091T46R73\", \"price\": \"$175.99\"}]\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\": \"2025-04-20T21:52:26.902Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T21:52:26.902Z
click
cart_side_bar
rule
train
2,717
2025-04-20T21:52:26.902Z
click
cart_side_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:18.606Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:10:05.152Z", "action": "input", "action_argument": "ceramic"} {"timestamp": "2025-04-16T22:10:05.254Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:11:01.297Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-16T22:11:13.734Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:02.528Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:15.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:41.932Z", "action": "purchase", "action_argument": "B0DM6ZLKF8"} {"timestamp": "2025-04-16T22:12:45.687Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:12:59.013Z", "action": "input", "action_argument": "kitchen kni"} {"timestamp": "2025-04-16T22:12:59.083Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:13:42.239Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:13:48.930Z", "action": "click_product", "action_argument": "B07QS75B5R"} {"timestamp": "2025-04-16T22:14:14.048Z", "action": "input", "action_argument": "counter stool"} {"timestamp": "2025-04-16T22:14:14.136Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:15:09.441Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:18:26.834Z", "action": "input", "action_argument": "monitor box"} {"timestamp": "2025-04-16T22:18:26.942Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:18:53.181Z", "action": "click_product", "action_argument": "B007XPBW3E"} {"timestamp": "2025-04-16T22:19:48.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:50.032Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:51.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:11.589Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:21.237Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:23.075Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:30.950Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:33.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:43.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:57.522Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:01.417Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:09.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:12.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:19.334Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:26.378Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:41.244Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "product_details": [{"asin": "B0BWMXRSH8"}, {"title": "Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub"}, {"price": "$169.89"}, {"bullet_list": "\ud83c\udf32Ergonomic Design: These counter-height bar stools feature unique and sleek shell backrests designed with ergonomics in mind, providing extra back support while adding beauty. The 2.5-inch thick high-density sponge cushion adds extra comfort, while the footrest allows you to relax your legs. \ud83c\udf32Premium Fabric: The unique shape and premium faux leather make this island stool stand out. Its waterproof function makes it easy to clean. The 26-inch seat height is suitable for kitchen countertops that are 34-40 inches high. \ud83c\udf32Multi-scene Application: With its modern and classic appearance, it is suitable for various home styles. It can be used as a kitchen bar stool, breakfast bar stool, kitchen island bar stool, counter stool, high stool, etc. You can enjoy a comfortable experience when sitting on it. \ud83c\udf32Sturdy Base: The sturdy square frame and four sturdy metal legs make the bar stool more stable, with a maximum load-bearing capacity of 330 pounds. In addition, our stool feet are equipped with floor protectors, and adjustable height, preventing the floor from being scratched and becoming more stable. \ud83c\udf32Easy to Assemble and Secure Packaging: Our bar chairs are protected by multiple layers to ensure safety during transportation and reduce impact. The counter stool with detailed installation instructions and auxiliary installation tools. With just 10 minutes, you can get this exquisite bar stool"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Green Pu Leather"}, {"Size": "2PCS"}], "promotion_items": [{"title": "Bar Stools Set of 3, Faux Leather Counter Height Stools, 26\" Modern Barstools with ...", "asin": "B0CZ6YZZBB", "price": "$159.99", "quantity": ""}, {"title": "Modern 30\" Bar Stools Set of 2 with Back, Faux Leather Upholstered Counter Height B...", "asin": "B0C4H37YD8", "price": "$179.99", "quantity": ""}, {"title": "Modern Swivel Bar Stools Set of 2, 26 Inch Counter Height Bar Stools with High Back...", "asin": "B0DFY9J35H", "price": "$259.99", "quantity": ""}, {"title": "Bar Stools Set of 2, 27\" Tufted Modern Counter Height Bar stools, Upholstered Barst...", "asin": "B0CWKVSKZV", "price": "$149.98", "quantity": ""}, {"title": "Counter Height Bar Stools Set of 2, 27.9\" Seat Height Upholstered Swivel Bar Stools...", "asin": "B0DRVG3DLV", "price": "$199.99", "quantity": ""}, {"title": "26\" Modern Chenille Counter Stools Set of 2, Green Upholstered Boucle Counter Heigh...", "asin": "B0D2RF6Y68", "price": "$149.89", "quantity": ""}, {"title": "24\" Swivel Bar Stools Set of 2, Counter Height BarStools with Back, Leather Counter...", "asin": "B0C8VMJSYN", "price": "$259.98", "quantity": ""}, {"title": "Modern Counter Height Bar Stools Set of 2 Green Bar Stools with Back/Gold Legs Upho...", "asin": "B0CCV7HXSS", "price": "$243.89", "quantity": ""}, {"title": "Guyou 26\" Barrel Bar Stools Set of 4, Green Leather Counter Stools with Black Legs, Mid Century Modern Upholstered Ktichen Island Counter Stools with Hollow Back and Armrests for Home Pub Bar", "asin": "B0DB5QSGGT", "price": "$397.98", "quantity": ""}, {"title": "Guyou Modern 26\" Counter Height Bar Stools Set of 4, Green Chenille Counter Stools with Curved Back, Upholstered Armless Barstools with Black Metal Frame for Kitchen Island Dining Room", "asin": "B0CNXKB34F", "price": "$299.99", "quantity": ""}, {"title": "Modern 26 Inch Counter Height Bar Stools Set of 4, Round Faux Leather Upholstered C...", "asin": "B0DJPHPNDS", "price": "$236.99", "quantity": ""}, {"title": "Bar Stools Set of 2, 26\" Swivel Counter Height Bar Stools with Back and Armrest, Fa...", "asin": "B0DPG1JG2S", "price": "$205.99", "quantity": ""}, {"title": "Bar Stools Set of 3, Faux Leather Counter Height Stools, 26\" Modern Barstools with ...", "asin": "B0CZ6YZZBB", "price": "$159.99", "quantity": ""}, {"title": "Watson & Whitely Mid Century Modern Barstools Set of 2, 26\" H Upholstered Counter Height Bar Stools with Wood Armrests and Metal Legs, Faux Leather in Saddle Brown", "asin": "B0CSSTZ9TH", "price": "$349.99", "quantity": ""}], "comparison_items": [{"title": "Shunzhi\u00a0Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89"}, {"title": "HeuGah\u00a0Green Bar Stools Set of 3, 26 Inch Barstools with Metal Legs Faux Leather Counter Height Bar Stools for Kitchen Island Modern Bar Seats Chairs with Backrest", "asin": "B0C7L39DRH", "price": "$169.99"}, {"title": "RIVOVA\u00a0Bar Stools Set of 2, 24\" Counter Height Barstools with Back, Modern PU Leather Bar Stool for Kitchen Island, Upholstered Pub Stools with Footrest, Armless Dining Chairs for Pub, Green", "asin": "B0C4N32YXN", "price": "$123.49"}, {"title": "Madaha\u00a0Counter Height Bar Stools Set of 4, 360\u00b0 Swivel Upholstered Barstools with Backs and Metal Legs, 27\" Seat Height Modern Bar Stools for Kitchen Island, Home Bar, Faux Leather in Brown", "asin": "B0DD7PVPV7", "price": "$249.99"}, {"title": "Shunzhi\u00a0Green Counter Heigt Bar Stools Set of 4 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMWHZVC", "price": "$335.89"}, {"title": "ONEVOG\u00a024 Inch Green Counter Height Bar Stools Set of 2, Mid Century Modern Tall Chairs for Island Kitchen, Upholstered Velvet Fabric Cantilever Stools with Backs and Metal Footrest, Olive Green", "asin": "B091T46R73", "price": "$175.99"}] <|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": "2025-04-20T21:52:26.902Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-20T21:52:26.902Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-20T21:52:26.902Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>", "index": 2717, "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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BWMXRSH8\"},\n{\"title\": \"Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\"},\n{\"price\": \"$169.89\"},\n{\"bullet_list\": \"\\ud83c\\udf32Ergonomic Design: These counter-height bar stools feature unique and sleek shell backrests designed with ergonomics in mind, providing extra back support while adding beauty. The 2.5-inch thick high-density sponge cushion adds extra comfort, while the footrest allows you to relax your legs. \\ud83c\\udf32Premium Fabric: The unique shape and premium faux leather make this island stool stand out. Its waterproof function makes it easy to clean. The 26-inch seat height is suitable for kitchen countertops that are 34-40 inches high. \\ud83c\\udf32Multi-scene Application: With its modern and classic appearance, it is suitable for various home styles. It can be used as a kitchen bar stool, breakfast bar stool, kitchen island bar stool, counter stool, high stool, etc. You can enjoy a comfortable experience when sitting on it. \\ud83c\\udf32Sturdy Base: The sturdy square frame and four sturdy metal legs make the bar stool more stable, with a maximum load-bearing capacity of 330 pounds. In addition, our stool feet are equipped with floor protectors, and adjustable height, preventing the floor from being scratched and becoming more stable. \\ud83c\\udf32Easy to Assemble and Secure Packaging: Our bar chairs are protected by multiple layers to ensure safety during transportation and reduce impact. The counter stool with detailed installation instructions and auxiliary installation tools. With just 10 minutes, you can get this exquisite bar stool\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Green Pu Leather\"},\n{\"Size\": \"2PCS\"}],\n\"promotion_items\": [{\"title\": \"Bar Stools Set of 3, Faux Leather Counter Height Stools, 26\\\" Modern Barstools with ...\", \"asin\": \"B0CZ6YZZBB\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Modern 30\\\" Bar Stools Set of 2 with Back, Faux Leather Upholstered Counter Height B...\", \"asin\": \"B0C4H37YD8\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Modern Swivel Bar Stools Set of 2, 26 Inch Counter Height Bar Stools with High Back...\", \"asin\": \"B0DFY9J35H\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Bar Stools Set of 2, 27\\\" Tufted Modern Counter Height Bar stools, Upholstered Barst...\", \"asin\": \"B0CWKVSKZV\", \"price\": \"$149.98\", \"quantity\": \"\"},\n{\"title\": \"Counter Height Bar Stools Set of 2, 27.9\\\" Seat Height Upholstered Swivel Bar Stools...\", \"asin\": \"B0DRVG3DLV\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"26\\\" Modern Chenille Counter Stools Set of 2, Green Upholstered Boucle Counter Heigh...\", \"asin\": \"B0D2RF6Y68\", \"price\": \"$149.89\", \"quantity\": \"\"},\n{\"title\": \"24\\\" Swivel Bar Stools Set of 2, Counter Height BarStools with Back, Leather Counter...\", \"asin\": \"B0C8VMJSYN\", \"price\": \"$259.98\", \"quantity\": \"\"},\n{\"title\": \"Modern Counter Height Bar Stools Set of 2 Green Bar Stools with Back/Gold Legs Upho...\", \"asin\": \"B0CCV7HXSS\", \"price\": \"$243.89\", \"quantity\": \"\"},\n{\"title\": \"Guyou 26\\\" Barrel Bar Stools Set of 4, Green Leather Counter Stools with Black Legs, Mid Century Modern Upholstered Ktichen Island Counter Stools with Hollow Back and Armrests for Home Pub Bar\", \"asin\": \"B0DB5QSGGT\", \"price\": \"$397.98\", \"quantity\": \"\"},\n{\"title\": \"Guyou Modern 26\\\" Counter Height Bar Stools Set of 4, Green Chenille Counter Stools with Curved Back, Upholstered Armless Barstools with Black Metal Frame for Kitchen Island Dining Room\", \"asin\": \"B0CNXKB34F\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Modern 26 Inch Counter Height Bar Stools Set of 4, Round Faux Leather Upholstered C...\", \"asin\": \"B0DJPHPNDS\", \"price\": \"$236.99\", \"quantity\": \"\"},\n{\"title\": \"Bar Stools Set of 2, 26\\\" Swivel Counter Height Bar Stools with Back and Armrest, Fa...\", \"asin\": \"B0DPG1JG2S\", \"price\": \"$205.99\", \"quantity\": \"\"},\n{\"title\": \"Bar Stools Set of 3, Faux Leather Counter Height Stools, 26\\\" Modern Barstools with ...\", \"asin\": \"B0CZ6YZZBB\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Watson & Whitely Mid Century Modern Barstools Set of 2, 26\\\" H Upholstered Counter Height Bar Stools with Wood Armrests and Metal Legs, Faux Leather in Saddle Brown\", \"asin\": \"B0CSSTZ9TH\", \"price\": \"$349.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Shunzhi\\u00a0Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\"},\n{\"title\": \"HeuGah\\u00a0Green Bar Stools Set of 3, 26 Inch Barstools with Metal Legs Faux Leather Counter Height Bar Stools for Kitchen Island Modern Bar Seats Chairs with Backrest\", \"asin\": \"B0C7L39DRH\", \"price\": \"$169.99\"},\n{\"title\": \"RIVOVA\\u00a0Bar Stools Set of 2, 24\\\" Counter Height Barstools with Back, Modern PU Leather Bar Stool for Kitchen Island, Upholstered Pub Stools with Footrest, Armless Dining Chairs for Pub, Green\", \"asin\": \"B0C4N32YXN\", \"price\": \"$123.49\"},\n{\"title\": \"Madaha\\u00a0Counter Height Bar Stools Set of 4, 360\\u00b0 Swivel Upholstered Barstools with Backs and Metal Legs, 27\\\" Seat Height Modern Bar Stools for Kitchen Island, Home Bar, Faux Leather in Brown\", \"asin\": \"B0DD7PVPV7\", \"price\": \"$249.99\"},\n{\"title\": \"Shunzhi\\u00a0Green Counter Heigt Bar Stools Set of 4 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMWHZVC\", \"price\": \"$335.89\"},\n{\"title\": \"ONEVOG\\u00a024 Inch Green Counter Height Bar Stools Set of 2, Mid Century Modern Tall Chairs for Island Kitchen, Upholstered Velvet Fabric Cantilever Stools with Backs and Metal Footrest, Olive Green\", \"asin\": \"B091T46R73\", \"price\": \"$175.99\"}]\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\": \"2025-04-20T21:52:26.902Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:53:49.683Z\", // 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
2025-04-20T21:53:49.683Z
click
review
rule
train
2,718
2025-04-20T21:53:49.683Z
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": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:18.606Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:10:05.152Z", "action": "input", "action_argument": "ceramic"} {"timestamp": "2025-04-16T22:10:05.254Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:11:01.297Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-16T22:11:13.734Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:02.528Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:15.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:41.932Z", "action": "purchase", "action_argument": "B0DM6ZLKF8"} {"timestamp": "2025-04-16T22:12:45.687Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:12:59.013Z", "action": "input", "action_argument": "kitchen kni"} {"timestamp": "2025-04-16T22:12:59.083Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:13:42.239Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:13:48.930Z", "action": "click_product", "action_argument": "B07QS75B5R"} {"timestamp": "2025-04-16T22:14:14.048Z", "action": "input", "action_argument": "counter stool"} {"timestamp": "2025-04-16T22:14:14.136Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:15:09.441Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:18:26.834Z", "action": "input", "action_argument": "monitor box"} {"timestamp": "2025-04-16T22:18:26.942Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:18:53.181Z", "action": "click_product", "action_argument": "B007XPBW3E"} {"timestamp": "2025-04-16T22:19:48.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:50.032Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:51.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:11.589Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:21.237Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:23.075Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:30.950Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:33.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:43.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:57.522Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:01.417Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:09.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:12.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:19.334Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:26.378Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:41.244Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "product_details": [{"asin": "B0DM6ZLKF8"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White"}, {"price": "$229.99"}, {"bullet_list": "TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty"}], "product_options": [{"Color": "White"}, {"Size": "10 Piece"}], "promotion_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles", "asin": "B0DBM6TC51", "price": "$189.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black", "asin": "B0CGRZBJ9K", "price": "$595.00", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...", "asin": "B0D7BN8FXY", "price": "$249.99", "quantity": ""}, {"title": "Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\u00e9 Pan Frying Pan Set for Cooking Gifts", "asin": "B0CTT8GS66", "price": "$109.99", "quantity": ""}, {"title": "White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories", "asin": "B09HG8HPGM", "price": "$149.99", "quantity": ""}, {"title": "Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free", "asin": "B0DJ33BRKP", "price": "$119.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}], "comparison_items": [{"title": "KitchenAid\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99"}, {"title": "KitchenAid\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99"}, {"title": "KitchenAid\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99"}, {"title": "KitchenAid\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red", "asin": "B0CXG35HVJ", "price": "$229.95"}, {"title": "Calphalon\u00a0\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99"}, {"title": "KitchenAid\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black", "asin": "B08DZXRBH3", "price": "$199.99"}] <|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": "2025-04-20T21:53:49.683Z", // 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\": \"2025-04-20T21:53:49.683Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-20T21:53:49.683Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2718, "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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:53:49.683Z\", // 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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"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\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:53:51.550Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T21:53:51.550Z
click
review
rule
train
2,719
2025-04-20T21:53:51.550Z
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": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:18.606Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:10:05.152Z", "action": "input", "action_argument": "ceramic"} {"timestamp": "2025-04-16T22:10:05.254Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:11:01.297Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-16T22:11:13.734Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:02.528Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:15.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:41.932Z", "action": "purchase", "action_argument": "B0DM6ZLKF8"} {"timestamp": "2025-04-16T22:12:45.687Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:12:59.013Z", "action": "input", "action_argument": "kitchen kni"} {"timestamp": "2025-04-16T22:12:59.083Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:13:42.239Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:13:48.930Z", "action": "click_product", "action_argument": "B07QS75B5R"} {"timestamp": "2025-04-16T22:14:14.048Z", "action": "input", "action_argument": "counter stool"} {"timestamp": "2025-04-16T22:14:14.136Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:15:09.441Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:18:26.834Z", "action": "input", "action_argument": "monitor box"} {"timestamp": "2025-04-16T22:18:26.942Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:18:53.181Z", "action": "click_product", "action_argument": "B007XPBW3E"} {"timestamp": "2025-04-16T22:19:48.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:50.032Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:51.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:11.589Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:21.237Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:23.075Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:30.950Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:33.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:43.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:57.522Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:01.417Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:09.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:12.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:19.334Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:26.378Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:41.244Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "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": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "product_details": [{"asin": "B0DM6ZLKF8"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White"}, {"price": "$229.99"}, {"bullet_list": "TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty"}], "product_options": [{"Color": "White"}, {"Size": "10 Piece"}], "promotion_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles", "asin": "B0DBM6TC51", "price": "$189.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black", "asin": "B0CGRZBJ9K", "price": "$595.00", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...", "asin": "B0D7BN8FXY", "price": "$249.99", "quantity": ""}, {"title": "Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\u00e9 Pan Frying Pan Set for Cooking Gifts", "asin": "B0CTT8GS66", "price": "$109.99", "quantity": ""}, {"title": "White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories", "asin": "B09HG8HPGM", "price": "$149.99", "quantity": ""}, {"title": "Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free", "asin": "B0DJ33BRKP", "price": "$119.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}], "comparison_items": [{"title": "KitchenAid\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99"}, {"title": "KitchenAid\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99"}, {"title": "KitchenAid\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99"}, {"title": "KitchenAid\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red", "asin": "B0CXG35HVJ", "price": "$229.95"}, {"title": "Calphalon\u00a0\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99"}, {"title": "KitchenAid\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black", "asin": "B08DZXRBH3", "price": "$199.99"}] <|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": "2025-04-20T21:53:51.550Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-20T21:53:51.550Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-20T21:53:51.550Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2719, "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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"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\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:53:51.550Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"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\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:53:53.509Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T21:53:53.509Z
click
review
rule
train
2,720
2025-04-20T21:53:53.509Z
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": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:18.606Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:10:05.152Z", "action": "input", "action_argument": "ceramic"} {"timestamp": "2025-04-16T22:10:05.254Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:11:01.297Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-16T22:11:13.734Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:02.528Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:15.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:41.932Z", "action": "purchase", "action_argument": "B0DM6ZLKF8"} {"timestamp": "2025-04-16T22:12:45.687Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:12:59.013Z", "action": "input", "action_argument": "kitchen kni"} {"timestamp": "2025-04-16T22:12:59.083Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:13:42.239Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:13:48.930Z", "action": "click_product", "action_argument": "B07QS75B5R"} {"timestamp": "2025-04-16T22:14:14.048Z", "action": "input", "action_argument": "counter stool"} {"timestamp": "2025-04-16T22:14:14.136Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:15:09.441Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:18:26.834Z", "action": "input", "action_argument": "monitor box"} {"timestamp": "2025-04-16T22:18:26.942Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:18:53.181Z", "action": "click_product", "action_argument": "B007XPBW3E"} {"timestamp": "2025-04-16T22:19:48.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:50.032Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:51.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:11.589Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:21.237Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:23.075Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:30.950Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:33.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:43.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:57.522Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:01.417Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:09.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:12.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:19.334Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:26.378Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:41.244Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "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": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "product_details": [{"asin": "B0DM6ZLKF8"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White"}, {"price": "$229.99"}, {"bullet_list": "TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty"}], "product_options": [{"Color": "White"}, {"Size": "10 Piece"}], "promotion_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles", "asin": "B0DBM6TC51", "price": "$189.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black", "asin": "B0CGRZBJ9K", "price": "$595.00", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...", "asin": "B0D7BN8FXY", "price": "$249.99", "quantity": ""}, {"title": "Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\u00e9 Pan Frying Pan Set for Cooking Gifts", "asin": "B0CTT8GS66", "price": "$109.99", "quantity": ""}, {"title": "White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories", "asin": "B09HG8HPGM", "price": "$149.99", "quantity": ""}, {"title": "Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free", "asin": "B0DJ33BRKP", "price": "$119.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}], "comparison_items": [{"title": "KitchenAid\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99"}, {"title": "KitchenAid\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99"}, {"title": "KitchenAid\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99"}, {"title": "KitchenAid\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red", "asin": "B0CXG35HVJ", "price": "$229.95"}, {"title": "Calphalon\u00a0\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99"}, {"title": "KitchenAid\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black", "asin": "B08DZXRBH3", "price": "$199.99"}] <|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": "2025-04-20T21:53:53.509Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-20T21:53:53.509Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-20T21:53:53.509Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2720, "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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"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\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:53:53.509Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"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\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:54:00.678Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T21:54:00.678Z
click
review
rule
train
2,721
2025-04-20T21:54:00.678Z
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": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:18.606Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:10:05.152Z", "action": "input", "action_argument": "ceramic"} {"timestamp": "2025-04-16T22:10:05.254Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:11:01.297Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-16T22:11:13.734Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:02.528Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:15.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:41.932Z", "action": "purchase", "action_argument": "B0DM6ZLKF8"} {"timestamp": "2025-04-16T22:12:45.687Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:12:59.013Z", "action": "input", "action_argument": "kitchen kni"} {"timestamp": "2025-04-16T22:12:59.083Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:13:42.239Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:13:48.930Z", "action": "click_product", "action_argument": "B07QS75B5R"} {"timestamp": "2025-04-16T22:14:14.048Z", "action": "input", "action_argument": "counter stool"} {"timestamp": "2025-04-16T22:14:14.136Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:15:09.441Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:18:26.834Z", "action": "input", "action_argument": "monitor box"} {"timestamp": "2025-04-16T22:18:26.942Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:18:53.181Z", "action": "click_product", "action_argument": "B007XPBW3E"} {"timestamp": "2025-04-16T22:19:48.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:50.032Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:51.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:11.589Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:21.237Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:23.075Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:30.950Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:33.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:43.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:57.522Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:01.417Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:09.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:12.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:19.334Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:26.378Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:41.244Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "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": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "product_details": [{"asin": "B0DM6ZLKF8"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White"}, {"price": "$229.99"}, {"bullet_list": "TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty"}], "product_options": [{"Color": "White"}, {"Size": "10 Piece"}], "promotion_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles", "asin": "B0DBM6TC51", "price": "$189.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black", "asin": "B0CGRZBJ9K", "price": "$595.00", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...", "asin": "B0D7BN8FXY", "price": "$249.99", "quantity": ""}, {"title": "Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\u00e9 Pan Frying Pan Set for Cooking Gifts", "asin": "B0CTT8GS66", "price": "$109.99", "quantity": ""}, {"title": "White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories", "asin": "B09HG8HPGM", "price": "$149.99", "quantity": ""}, {"title": "Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free", "asin": "B0DJ33BRKP", "price": "$119.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}], "comparison_items": [{"title": "KitchenAid\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99"}, {"title": "KitchenAid\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99"}, {"title": "KitchenAid\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99"}, {"title": "KitchenAid\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red", "asin": "B0CXG35HVJ", "price": "$229.95"}, {"title": "Calphalon\u00a0\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99"}, {"title": "KitchenAid\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black", "asin": "B08DZXRBH3", "price": "$199.99"}] <|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": "2025-04-20T21:54:00.678Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-20T21:54:00.678Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-20T21:54:00.678Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2721, "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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"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\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:54:00.678Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"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\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:54:04.235Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T21:54:04.235Z
click
review
rule
train
2,722
2025-04-20T21:54:04.235Z
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": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:18.606Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:10:05.152Z", "action": "input", "action_argument": "ceramic"} {"timestamp": "2025-04-16T22:10:05.254Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:11:01.297Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-16T22:11:13.734Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:02.528Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:15.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:41.932Z", "action": "purchase", "action_argument": "B0DM6ZLKF8"} {"timestamp": "2025-04-16T22:12:45.687Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:12:59.013Z", "action": "input", "action_argument": "kitchen kni"} {"timestamp": "2025-04-16T22:12:59.083Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:13:42.239Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:13:48.930Z", "action": "click_product", "action_argument": "B07QS75B5R"} {"timestamp": "2025-04-16T22:14:14.048Z", "action": "input", "action_argument": "counter stool"} {"timestamp": "2025-04-16T22:14:14.136Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:15:09.441Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:18:26.834Z", "action": "input", "action_argument": "monitor box"} {"timestamp": "2025-04-16T22:18:26.942Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:18:53.181Z", "action": "click_product", "action_argument": "B007XPBW3E"} {"timestamp": "2025-04-16T22:19:48.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:50.032Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:51.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:11.589Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:21.237Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:23.075Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:30.950Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:33.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:43.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:57.522Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:01.417Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:09.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:12.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:19.334Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:26.378Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:41.244Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "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": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "product_details": [{"asin": "B0DM6ZLKF8"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White"}, {"price": "$229.99"}, {"bullet_list": "TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty"}], "product_options": [{"Color": "White"}, {"Size": "10 Piece"}], "promotion_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles", "asin": "B0DBM6TC51", "price": "$189.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black", "asin": "B0CGRZBJ9K", "price": "$595.00", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...", "asin": "B0D7BN8FXY", "price": "$249.99", "quantity": ""}, {"title": "Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\u00e9 Pan Frying Pan Set for Cooking Gifts", "asin": "B0CTT8GS66", "price": "$109.99", "quantity": ""}, {"title": "White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories", "asin": "B09HG8HPGM", "price": "$149.99", "quantity": ""}, {"title": "Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free", "asin": "B0DJ33BRKP", "price": "$119.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}], "comparison_items": [{"title": "KitchenAid\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99"}, {"title": "KitchenAid\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99"}, {"title": "KitchenAid\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99"}, {"title": "KitchenAid\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red", "asin": "B0CXG35HVJ", "price": "$229.95"}, {"title": "Calphalon\u00a0\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99"}, {"title": "KitchenAid\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black", "asin": "B08DZXRBH3", "price": "$199.99"}] <|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": "2025-04-20T21:54:04.235Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-20T21:54:04.235Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-20T21:54:04.235Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2722, "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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"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\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:54:04.235Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"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\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:54:05.422Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T21:54:05.422Z
click
review
rule
train
2,723
2025-04-20T21:54:05.422Z
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": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:18.606Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:10:05.152Z", "action": "input", "action_argument": "ceramic"} {"timestamp": "2025-04-16T22:10:05.254Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:11:01.297Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-16T22:11:13.734Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:02.528Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:15.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:41.932Z", "action": "purchase", "action_argument": "B0DM6ZLKF8"} {"timestamp": "2025-04-16T22:12:45.687Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:12:59.013Z", "action": "input", "action_argument": "kitchen kni"} {"timestamp": "2025-04-16T22:12:59.083Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:13:42.239Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:13:48.930Z", "action": "click_product", "action_argument": "B07QS75B5R"} {"timestamp": "2025-04-16T22:14:14.048Z", "action": "input", "action_argument": "counter stool"} {"timestamp": "2025-04-16T22:14:14.136Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:15:09.441Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:18:26.834Z", "action": "input", "action_argument": "monitor box"} {"timestamp": "2025-04-16T22:18:26.942Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:18:53.181Z", "action": "click_product", "action_argument": "B007XPBW3E"} {"timestamp": "2025-04-16T22:19:48.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:50.032Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:51.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:11.589Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:21.237Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:23.075Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:30.950Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:33.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:43.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:57.522Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:01.417Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:09.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:12.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:19.334Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:26.378Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:41.244Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "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": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "product_details": [{"asin": "B0DM6ZLKF8"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White"}, {"price": "$229.99"}, {"bullet_list": "TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty"}], "product_options": [{"Color": "White"}, {"Size": "10 Piece"}], "promotion_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles", "asin": "B0DBM6TC51", "price": "$189.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black", "asin": "B0CGRZBJ9K", "price": "$595.00", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...", "asin": "B0D7BN8FXY", "price": "$249.99", "quantity": ""}, {"title": "Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\u00e9 Pan Frying Pan Set for Cooking Gifts", "asin": "B0CTT8GS66", "price": "$109.99", "quantity": ""}, {"title": "White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories", "asin": "B09HG8HPGM", "price": "$149.99", "quantity": ""}, {"title": "Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free", "asin": "B0DJ33BRKP", "price": "$119.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}], "comparison_items": [{"title": "KitchenAid\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99"}, {"title": "KitchenAid\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99"}, {"title": "KitchenAid\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99"}, {"title": "KitchenAid\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red", "asin": "B0CXG35HVJ", "price": "$229.95"}, {"title": "Calphalon\u00a0\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99"}, {"title": "KitchenAid\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black", "asin": "B08DZXRBH3", "price": "$199.99"}] <|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": "2025-04-20T21:54:05.422Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-20T21:54:05.422Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-20T21:54:05.422Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2723, "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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"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\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:54:05.422Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"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\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:54:06.275Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T21:54:06.275Z
click
review
rule
train
2,724
2025-04-20T21:54:06.275Z
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": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:18.606Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:10:05.152Z", "action": "input", "action_argument": "ceramic"} {"timestamp": "2025-04-16T22:10:05.254Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:11:01.297Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-16T22:11:13.734Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:02.528Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:15.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:41.932Z", "action": "purchase", "action_argument": "B0DM6ZLKF8"} {"timestamp": "2025-04-16T22:12:45.687Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:12:59.013Z", "action": "input", "action_argument": "kitchen kni"} {"timestamp": "2025-04-16T22:12:59.083Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:13:42.239Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:13:48.930Z", "action": "click_product", "action_argument": "B07QS75B5R"} {"timestamp": "2025-04-16T22:14:14.048Z", "action": "input", "action_argument": "counter stool"} {"timestamp": "2025-04-16T22:14:14.136Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:15:09.441Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:18:26.834Z", "action": "input", "action_argument": "monitor box"} {"timestamp": "2025-04-16T22:18:26.942Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:18:53.181Z", "action": "click_product", "action_argument": "B007XPBW3E"} {"timestamp": "2025-04-16T22:19:48.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:50.032Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:51.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:11.589Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:21.237Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:23.075Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:30.950Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:33.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:43.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:57.522Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:01.417Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:09.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:12.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:19.334Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:26.378Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:41.244Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "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": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "product_details": [{"asin": "B0DM6ZLKF8"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White"}, {"price": "$229.99"}, {"bullet_list": "TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty"}], "product_options": [{"Color": "White"}, {"Size": "10 Piece"}], "promotion_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles", "asin": "B0DBM6TC51", "price": "$189.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black", "asin": "B0CGRZBJ9K", "price": "$595.00", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...", "asin": "B0D7BN8FXY", "price": "$249.99", "quantity": ""}, {"title": "Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\u00e9 Pan Frying Pan Set for Cooking Gifts", "asin": "B0CTT8GS66", "price": "$109.99", "quantity": ""}, {"title": "White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories", "asin": "B09HG8HPGM", "price": "$149.99", "quantity": ""}, {"title": "Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free", "asin": "B0DJ33BRKP", "price": "$119.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}], "comparison_items": [{"title": "KitchenAid\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99"}, {"title": "KitchenAid\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99"}, {"title": "KitchenAid\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99"}, {"title": "KitchenAid\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red", "asin": "B0CXG35HVJ", "price": "$229.95"}, {"title": "Calphalon\u00a0\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99"}, {"title": "KitchenAid\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black", "asin": "B08DZXRBH3", "price": "$199.99"}] <|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": "2025-04-20T21:54:06.275Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-20T21:54:06.275Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-20T21:54:06.275Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2724, "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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"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\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:54:06.275Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"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\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:54:08.396Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T21:54:08.396Z
click
review
rule
train
2,725
2025-04-20T21:54:08.396Z
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": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:18.606Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:10:05.152Z", "action": "input", "action_argument": "ceramic"} {"timestamp": "2025-04-16T22:10:05.254Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:11:01.297Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-16T22:11:13.734Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:02.528Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:15.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:41.932Z", "action": "purchase", "action_argument": "B0DM6ZLKF8"} {"timestamp": "2025-04-16T22:12:45.687Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:12:59.013Z", "action": "input", "action_argument": "kitchen kni"} {"timestamp": "2025-04-16T22:12:59.083Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:13:42.239Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:13:48.930Z", "action": "click_product", "action_argument": "B07QS75B5R"} {"timestamp": "2025-04-16T22:14:14.048Z", "action": "input", "action_argument": "counter stool"} {"timestamp": "2025-04-16T22:14:14.136Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:15:09.441Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:18:26.834Z", "action": "input", "action_argument": "monitor box"} {"timestamp": "2025-04-16T22:18:26.942Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:18:53.181Z", "action": "click_product", "action_argument": "B007XPBW3E"} {"timestamp": "2025-04-16T22:19:48.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:50.032Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:51.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:11.589Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:21.237Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:23.075Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:30.950Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:33.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:43.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:57.522Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:01.417Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:09.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:12.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:19.334Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:26.378Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:41.244Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "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": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "product_details": [{"asin": "B0DM6ZLKF8"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White"}, {"price": "$229.99"}, {"bullet_list": "TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty"}], "product_options": [{"Color": "White"}, {"Size": "10 Piece"}], "promotion_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles", "asin": "B0DBM6TC51", "price": "$189.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black", "asin": "B0CGRZBJ9K", "price": "$595.00", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...", "asin": "B0D7BN8FXY", "price": "$249.99", "quantity": ""}, {"title": "Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\u00e9 Pan Frying Pan Set for Cooking Gifts", "asin": "B0CTT8GS66", "price": "$109.99", "quantity": ""}, {"title": "White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories", "asin": "B09HG8HPGM", "price": "$149.99", "quantity": ""}, {"title": "Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free", "asin": "B0DJ33BRKP", "price": "$119.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}], "comparison_items": [{"title": "KitchenAid\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99"}, {"title": "KitchenAid\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99"}, {"title": "KitchenAid\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99"}, {"title": "KitchenAid\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red", "asin": "B0CXG35HVJ", "price": "$229.95"}, {"title": "Calphalon\u00a0\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99"}, {"title": "KitchenAid\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black", "asin": "B08DZXRBH3", "price": "$199.99"}] <|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": "2025-04-20T21:54:08.396Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-20T21:54:08.396Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-20T21:54:08.396Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2725, "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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"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\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:54:08.396Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"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\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:54:08.931Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T21:54:08.931Z
click
review
rule
train
2,726
2025-04-20T21:54:08.931Z
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": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:18.606Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:10:05.152Z", "action": "input", "action_argument": "ceramic"} {"timestamp": "2025-04-16T22:10:05.254Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:11:01.297Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-16T22:11:13.734Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:02.528Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:15.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:41.932Z", "action": "purchase", "action_argument": "B0DM6ZLKF8"} {"timestamp": "2025-04-16T22:12:45.687Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:12:59.013Z", "action": "input", "action_argument": "kitchen kni"} {"timestamp": "2025-04-16T22:12:59.083Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:13:42.239Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:13:48.930Z", "action": "click_product", "action_argument": "B07QS75B5R"} {"timestamp": "2025-04-16T22:14:14.048Z", "action": "input", "action_argument": "counter stool"} {"timestamp": "2025-04-16T22:14:14.136Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:15:09.441Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:18:26.834Z", "action": "input", "action_argument": "monitor box"} {"timestamp": "2025-04-16T22:18:26.942Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:18:53.181Z", "action": "click_product", "action_argument": "B007XPBW3E"} {"timestamp": "2025-04-16T22:19:48.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:50.032Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:51.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:11.589Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:21.237Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:23.075Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:30.950Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:33.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:43.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:57.522Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:01.417Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:09.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:12.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:19.334Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:26.378Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:41.244Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "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": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "product_details": [{"asin": "B0DM6ZLKF8"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White"}, {"price": "$229.99"}, {"bullet_list": "TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty"}], "product_options": [{"Color": "White"}, {"Size": "10 Piece"}], "promotion_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles", "asin": "B0DBM6TC51", "price": "$189.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black", "asin": "B0CGRZBJ9K", "price": "$595.00", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...", "asin": "B0D7BN8FXY", "price": "$249.99", "quantity": ""}, {"title": "Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\u00e9 Pan Frying Pan Set for Cooking Gifts", "asin": "B0CTT8GS66", "price": "$109.99", "quantity": ""}, {"title": "White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories", "asin": "B09HG8HPGM", "price": "$149.99", "quantity": ""}, {"title": "Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free", "asin": "B0DJ33BRKP", "price": "$119.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}], "comparison_items": [{"title": "KitchenAid\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99"}, {"title": "KitchenAid\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99"}, {"title": "KitchenAid\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99"}, {"title": "KitchenAid\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red", "asin": "B0CXG35HVJ", "price": "$229.95"}, {"title": "Calphalon\u00a0\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99"}, {"title": "KitchenAid\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black", "asin": "B08DZXRBH3", "price": "$199.99"}] <|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": "2025-04-20T21:54:08.931Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-20T21:54:08.931Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-20T21:54:08.931Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2726, "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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"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\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:54:08.931Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"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\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:54:09.608Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T21:54:09.608Z
click
review
rule
train
2,727
2025-04-20T21:54:09.608Z
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": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:18.606Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:10:05.152Z", "action": "input", "action_argument": "ceramic"} {"timestamp": "2025-04-16T22:10:05.254Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:11:01.297Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-16T22:11:13.734Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:02.528Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:15.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:41.932Z", "action": "purchase", "action_argument": "B0DM6ZLKF8"} {"timestamp": "2025-04-16T22:12:45.687Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:12:59.013Z", "action": "input", "action_argument": "kitchen kni"} {"timestamp": "2025-04-16T22:12:59.083Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:13:42.239Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:13:48.930Z", "action": "click_product", "action_argument": "B07QS75B5R"} {"timestamp": "2025-04-16T22:14:14.048Z", "action": "input", "action_argument": "counter stool"} {"timestamp": "2025-04-16T22:14:14.136Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:15:09.441Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:18:26.834Z", "action": "input", "action_argument": "monitor box"} {"timestamp": "2025-04-16T22:18:26.942Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:18:53.181Z", "action": "click_product", "action_argument": "B007XPBW3E"} {"timestamp": "2025-04-16T22:19:48.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:50.032Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:51.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:11.589Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:21.237Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:23.075Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:30.950Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:33.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:43.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:57.522Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:01.417Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:09.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:12.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:19.334Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:26.378Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:41.244Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.931Z", "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": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "product_details": [{"asin": "B0DM6ZLKF8"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White"}, {"price": "$229.99"}, {"bullet_list": "TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty"}], "product_options": [{"Color": "White"}, {"Size": "10 Piece"}], "promotion_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles", "asin": "B0DBM6TC51", "price": "$189.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black", "asin": "B0CGRZBJ9K", "price": "$595.00", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...", "asin": "B0D7BN8FXY", "price": "$249.99", "quantity": ""}, {"title": "Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\u00e9 Pan Frying Pan Set for Cooking Gifts", "asin": "B0CTT8GS66", "price": "$109.99", "quantity": ""}, {"title": "White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories", "asin": "B09HG8HPGM", "price": "$149.99", "quantity": ""}, {"title": "Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free", "asin": "B0DJ33BRKP", "price": "$119.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}], "comparison_items": [{"title": "KitchenAid\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99"}, {"title": "KitchenAid\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99"}, {"title": "KitchenAid\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99"}, {"title": "KitchenAid\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red", "asin": "B0CXG35HVJ", "price": "$229.95"}, {"title": "Calphalon\u00a0\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99"}, {"title": "KitchenAid\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black", "asin": "B08DZXRBH3", "price": "$199.99"}] <|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": "2025-04-20T21:54:09.608Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-20T21:54:09.608Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-20T21:54:09.608Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2727, "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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"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\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:54:09.608Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"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\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:54:10.779Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T21:54:10.779Z
click
review
rule
train
2,728
2025-04-20T21:54:10.779Z
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": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:18.606Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:10:05.152Z", "action": "input", "action_argument": "ceramic"} {"timestamp": "2025-04-16T22:10:05.254Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:11:01.297Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-16T22:11:13.734Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:02.528Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:15.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:41.932Z", "action": "purchase", "action_argument": "B0DM6ZLKF8"} {"timestamp": "2025-04-16T22:12:45.687Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:12:59.013Z", "action": "input", "action_argument": "kitchen kni"} {"timestamp": "2025-04-16T22:12:59.083Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:13:42.239Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:13:48.930Z", "action": "click_product", "action_argument": "B07QS75B5R"} {"timestamp": "2025-04-16T22:14:14.048Z", "action": "input", "action_argument": "counter stool"} {"timestamp": "2025-04-16T22:14:14.136Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:15:09.441Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:18:26.834Z", "action": "input", "action_argument": "monitor box"} {"timestamp": "2025-04-16T22:18:26.942Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:18:53.181Z", "action": "click_product", "action_argument": "B007XPBW3E"} {"timestamp": "2025-04-16T22:19:48.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:50.032Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:51.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:11.589Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:21.237Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:23.075Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:30.950Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:33.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:43.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:57.522Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:01.417Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:09.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:12.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:19.334Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:26.378Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:41.244Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.931Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:09.608Z", "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": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "product_details": [{"asin": "B0DM6ZLKF8"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White"}, {"price": "$229.99"}, {"bullet_list": "TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty"}], "product_options": [{"Color": "White"}, {"Size": "10 Piece"}], "promotion_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles", "asin": "B0DBM6TC51", "price": "$189.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black", "asin": "B0CGRZBJ9K", "price": "$595.00", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...", "asin": "B0D7BN8FXY", "price": "$249.99", "quantity": ""}, {"title": "Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\u00e9 Pan Frying Pan Set for Cooking Gifts", "asin": "B0CTT8GS66", "price": "$109.99", "quantity": ""}, {"title": "White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories", "asin": "B09HG8HPGM", "price": "$149.99", "quantity": ""}, {"title": "Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free", "asin": "B0DJ33BRKP", "price": "$119.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}], "comparison_items": [{"title": "KitchenAid\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99"}, {"title": "KitchenAid\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99"}, {"title": "KitchenAid\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99"}, {"title": "KitchenAid\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red", "asin": "B0CXG35HVJ", "price": "$229.95"}, {"title": "Calphalon\u00a0\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99"}, {"title": "KitchenAid\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black", "asin": "B08DZXRBH3", "price": "$199.99"}] <|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": "2025-04-20T21:54:10.779Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-20T21:54:10.779Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-20T21:54:10.779Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2728, "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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"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\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:54:10.779Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"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\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:54:11.399Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T21:54:11.399Z
click
review
rule
train
2,729
2025-04-20T21:54:11.399Z
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": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:18.606Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:10:05.152Z", "action": "input", "action_argument": "ceramic"} {"timestamp": "2025-04-16T22:10:05.254Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:11:01.297Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-16T22:11:13.734Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:02.528Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:15.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:41.932Z", "action": "purchase", "action_argument": "B0DM6ZLKF8"} {"timestamp": "2025-04-16T22:12:45.687Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:12:59.013Z", "action": "input", "action_argument": "kitchen kni"} {"timestamp": "2025-04-16T22:12:59.083Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:13:42.239Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:13:48.930Z", "action": "click_product", "action_argument": "B07QS75B5R"} {"timestamp": "2025-04-16T22:14:14.048Z", "action": "input", "action_argument": "counter stool"} {"timestamp": "2025-04-16T22:14:14.136Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:15:09.441Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:18:26.834Z", "action": "input", "action_argument": "monitor box"} {"timestamp": "2025-04-16T22:18:26.942Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:18:53.181Z", "action": "click_product", "action_argument": "B007XPBW3E"} {"timestamp": "2025-04-16T22:19:48.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:50.032Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:51.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:11.589Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:21.237Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:23.075Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:30.950Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:33.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:43.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:57.522Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:01.417Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:09.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:12.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:19.334Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:26.378Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:41.244Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.931Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:09.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:10.779Z", "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": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "product_details": [{"asin": "B0DM6ZLKF8"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White"}, {"price": "$229.99"}, {"bullet_list": "TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty"}], "product_options": [{"Color": "White"}, {"Size": "10 Piece"}], "promotion_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles", "asin": "B0DBM6TC51", "price": "$189.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black", "asin": "B0CGRZBJ9K", "price": "$595.00", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...", "asin": "B0D7BN8FXY", "price": "$249.99", "quantity": ""}, {"title": "Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\u00e9 Pan Frying Pan Set for Cooking Gifts", "asin": "B0CTT8GS66", "price": "$109.99", "quantity": ""}, {"title": "White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories", "asin": "B09HG8HPGM", "price": "$149.99", "quantity": ""}, {"title": "Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free", "asin": "B0DJ33BRKP", "price": "$119.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}], "comparison_items": [{"title": "KitchenAid\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99"}, {"title": "KitchenAid\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99"}, {"title": "KitchenAid\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99"}, {"title": "KitchenAid\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red", "asin": "B0CXG35HVJ", "price": "$229.95"}, {"title": "Calphalon\u00a0\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99"}, {"title": "KitchenAid\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black", "asin": "B08DZXRBH3", "price": "$199.99"}] <|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": "2025-04-20T21:54:11.399Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-20T21:54:11.399Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-20T21:54:11.399Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2729, "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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"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\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:54:11.399Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"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\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:54:12.925Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T21:54:12.925Z
click
review
rule
train
2,730
2025-04-20T21:54:12.925Z
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": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:18.606Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:10:05.152Z", "action": "input", "action_argument": "ceramic"} {"timestamp": "2025-04-16T22:10:05.254Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:11:01.297Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-16T22:11:13.734Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:02.528Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:15.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:41.932Z", "action": "purchase", "action_argument": "B0DM6ZLKF8"} {"timestamp": "2025-04-16T22:12:45.687Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:12:59.013Z", "action": "input", "action_argument": "kitchen kni"} {"timestamp": "2025-04-16T22:12:59.083Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:13:42.239Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:13:48.930Z", "action": "click_product", "action_argument": "B07QS75B5R"} {"timestamp": "2025-04-16T22:14:14.048Z", "action": "input", "action_argument": "counter stool"} {"timestamp": "2025-04-16T22:14:14.136Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:15:09.441Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:18:26.834Z", "action": "input", "action_argument": "monitor box"} {"timestamp": "2025-04-16T22:18:26.942Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:18:53.181Z", "action": "click_product", "action_argument": "B007XPBW3E"} {"timestamp": "2025-04-16T22:19:48.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:50.032Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:51.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:11.589Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:21.237Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:23.075Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:30.950Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:33.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:43.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:57.522Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:01.417Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:09.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:12.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:19.334Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:26.378Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:41.244Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.931Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:09.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:10.779Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:11.399Z", "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": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "product_details": [{"asin": "B0DM6ZLKF8"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White"}, {"price": "$229.99"}, {"bullet_list": "TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty"}], "product_options": [{"Color": "White"}, {"Size": "10 Piece"}], "promotion_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles", "asin": "B0DBM6TC51", "price": "$189.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black", "asin": "B0CGRZBJ9K", "price": "$595.00", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...", "asin": "B0D7BN8FXY", "price": "$249.99", "quantity": ""}, {"title": "Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\u00e9 Pan Frying Pan Set for Cooking Gifts", "asin": "B0CTT8GS66", "price": "$109.99", "quantity": ""}, {"title": "White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories", "asin": "B09HG8HPGM", "price": "$149.99", "quantity": ""}, {"title": "Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free", "asin": "B0DJ33BRKP", "price": "$119.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}], "comparison_items": [{"title": "KitchenAid\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99"}, {"title": "KitchenAid\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99"}, {"title": "KitchenAid\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99"}, {"title": "KitchenAid\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red", "asin": "B0CXG35HVJ", "price": "$229.95"}, {"title": "Calphalon\u00a0\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99"}, {"title": "KitchenAid\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black", "asin": "B08DZXRBH3", "price": "$199.99"}] <|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": "2025-04-20T21:54:12.925Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-20T21:54:12.925Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-20T21:54:12.925Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2730, "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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"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\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:54:12.925Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"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\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:54:18.501Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T21:54:18.501Z
input
carawa
rule
train
2,731
2025-04-20T21:54:18.501Z
input
carawa
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:18.606Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:10:05.152Z", "action": "input", "action_argument": "ceramic"} {"timestamp": "2025-04-16T22:10:05.254Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:11:01.297Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-16T22:11:13.734Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:02.528Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:15.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:41.932Z", "action": "purchase", "action_argument": "B0DM6ZLKF8"} {"timestamp": "2025-04-16T22:12:45.687Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:12:59.013Z", "action": "input", "action_argument": "kitchen kni"} {"timestamp": "2025-04-16T22:12:59.083Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:13:42.239Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:13:48.930Z", "action": "click_product", "action_argument": "B07QS75B5R"} {"timestamp": "2025-04-16T22:14:14.048Z", "action": "input", "action_argument": "counter stool"} {"timestamp": "2025-04-16T22:14:14.136Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:15:09.441Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:18:26.834Z", "action": "input", "action_argument": "monitor box"} {"timestamp": "2025-04-16T22:18:26.942Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:18:53.181Z", "action": "click_product", "action_argument": "B007XPBW3E"} {"timestamp": "2025-04-16T22:19:48.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:50.032Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:51.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:11.589Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:21.237Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:23.075Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:30.950Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:33.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:43.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:57.522Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:01.417Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:09.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:12.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:19.334Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:26.378Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:41.244Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.931Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:09.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:10.779Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:11.399Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:12.925Z", "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": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "product_details": [{"asin": "B0DM6ZLKF8"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White"}, {"price": "$229.99"}, {"bullet_list": "TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty"}], "product_options": [{"Color": "White"}, {"Size": "10 Piece"}], "promotion_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles", "asin": "B0DBM6TC51", "price": "$189.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black", "asin": "B0CGRZBJ9K", "price": "$595.00", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...", "asin": "B0D7BN8FXY", "price": "$249.99", "quantity": ""}, {"title": "Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\u00e9 Pan Frying Pan Set for Cooking Gifts", "asin": "B0CTT8GS66", "price": "$109.99", "quantity": ""}, {"title": "White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories", "asin": "B09HG8HPGM", "price": "$149.99", "quantity": ""}, {"title": "Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free", "asin": "B0DJ33BRKP", "price": "$119.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}], "comparison_items": [{"title": "KitchenAid\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99"}, {"title": "KitchenAid\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99"}, {"title": "KitchenAid\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99"}, {"title": "KitchenAid\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red", "asin": "B0CXG35HVJ", "price": "$229.95"}, {"title": "Calphalon\u00a0\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99"}, {"title": "KitchenAid\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black", "asin": "B08DZXRBH3", "price": "$199.99"}] <|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": "2025-04-20T21:54:18.501Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-20T21:54:18.501Z\",\"action\": \"input\",\"acion_argument\": \"carawa\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-20T21:54:18.501Z\",\"action\": \"input\",\"acion_argument\": \"carawa\",}</answer>", "index": 2731, "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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"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\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:54:18.501Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"carawa\"}],\n\"cart_items\": [{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:54:18.598Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T21:54:18.598Z
click
suggested_term
rule
train
2,732
2025-04-20T21:54:18.598Z
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": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:18.606Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:10:05.152Z", "action": "input", "action_argument": "ceramic"} {"timestamp": "2025-04-16T22:10:05.254Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:11:01.297Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-16T22:11:13.734Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:02.528Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:15.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:41.932Z", "action": "purchase", "action_argument": "B0DM6ZLKF8"} {"timestamp": "2025-04-16T22:12:45.687Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:12:59.013Z", "action": "input", "action_argument": "kitchen kni"} {"timestamp": "2025-04-16T22:12:59.083Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:13:42.239Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:13:48.930Z", "action": "click_product", "action_argument": "B07QS75B5R"} {"timestamp": "2025-04-16T22:14:14.048Z", "action": "input", "action_argument": "counter stool"} {"timestamp": "2025-04-16T22:14:14.136Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:15:09.441Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:18:26.834Z", "action": "input", "action_argument": "monitor box"} {"timestamp": "2025-04-16T22:18:26.942Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:18:53.181Z", "action": "click_product", "action_argument": "B007XPBW3E"} {"timestamp": "2025-04-16T22:19:48.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:50.032Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:51.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:11.589Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:21.237Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:23.075Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:30.950Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:33.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:43.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:57.522Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:01.417Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:09.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:12.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:19.334Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:26.378Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:41.244Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.931Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:09.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:10.779Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:11.399Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:12.925Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:18.501Z", "action": "input", "action_argument": "carawa"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "carawa"}], "cart_items": [{"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "product_details": [{"asin": "B0DM6ZLKF8"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White"}, {"price": "$229.99"}, {"bullet_list": "TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty"}], "product_options": [{"Color": "White"}, {"Size": "10 Piece"}], "promotion_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$66.49", "quantity": ""}, {"title": "Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles", "asin": "B0DBM6TC51", "price": "$189.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black", "asin": "B0CGRZBJ9K", "price": "$595.00", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...", "asin": "B0D7BN8FXY", "price": "$249.99", "quantity": ""}, {"title": "Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\u00e9 Pan Frying Pan Set for Cooking Gifts", "asin": "B0CTT8GS66", "price": "$109.99", "quantity": ""}, {"title": "White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories", "asin": "B09HG8HPGM", "price": "$149.99", "quantity": ""}, {"title": "Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free", "asin": "B0DJ33BRKP", "price": "$119.99", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}], "comparison_items": [{"title": "KitchenAid\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99"}, {"title": "KitchenAid\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99"}, {"title": "KitchenAid\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99"}, {"title": "KitchenAid\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red", "asin": "B0CXG35HVJ", "price": "$229.95"}, {"title": "Calphalon\u00a0\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99"}, {"title": "KitchenAid\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black", "asin": "B08DZXRBH3", "price": "$199.99"}] <|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": "2025-04-20T21:54:18.598Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-20T21:54:18.598Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-20T21:54:18.598Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>", "index": 2732, "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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"carawa\"}],\n\"cart_items\": [{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"CAROTE 14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece Stainless Steel Induction Safe Pots and Pans Non-Toxic Kitchen Cookware Set - Gold Handles\", \"asin\": \"B0DBM6TC51\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Black\", \"asin\": \"B0CGRZBJ9K\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Heathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ChefRobot Nonstick Ceramic Cookware Set Healthy Pots And Pans Set Induction Kitchen...\", \"asin\": \"B0D7BN8FXY\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pots and Pans Set Non Stick - VONIKI Ceramic Cookware Set with Cooking Utensils Set, Non Toxic Kitchen Cookware Sets Dutch Oven Pot with Lid Saucepan Set Saut\\u00e9 Pan Frying Pan Set for Cooking Gifts\", \"asin\": \"B0CTT8GS66\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"White and Gold Pots and Pans 15 PC Set - Premium Heavy Gauge Nonstick, Non Toxic, PFOA Free, Oven and Dishwasher Safe, Induction Compatible Cookware Set - Gold Kitchen Accessories\", \"asin\": \"B09HG8HPGM\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-20T21:54:18.598Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"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\": \"caraway cookware set\"}],\n\"cart_items\": [{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Caraway\\nNonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway\\n14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Cream\", \"asin\": \"B0CLWCYSCG\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway\\nNonstick Ceramic Sauce Pan with Lid (1.75 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B0BGYCJY3R\", \"price\": \"$110.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway\\nNonstick Ceramic Frying Pan (2.7 qt, 10.5\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Sage\\nAluminum\", \"asin\": \"B09SRZN411\", \"price\": \"$95.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway\\nStock Pot - 12 Qt Ceramic Coated Pot With Lid - Fee From Forever Chemicals - Large Pot for Bigger Batches - Cream\", \"asin\": \"B0D1HPP5V1\", \"price\": \"$185.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway\\nNonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway\\nNonstick Ceramic Sauce Pan with Lid (1.75 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B0BGYCJY3R\", \"price\": \"$110.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway\\n14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Cream\", \"asin\": \"B0CLWCYSCG\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFAS Free, Induction Compatible, Oven & Dishwasher Safe to 500\\u00b0F, Cream\", \"asin\": \"B0DPFXJ4T8\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Caraway\\nNonstick Ceramic Frying Pan (2.7 qt, 10.5\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\\nStainless Steel, Ceramic\", \"asin\": \"B09SRY5HYM\", \"price\": \"$95.00\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream.\\\" Rated 4.3 out of 5 stars by 3363 reviews. Not eligible for Prime.\", \"asin\": \"B08XM1B6ZX\"},\n{\"title\": \"Go to detail page for \\\"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Sage.\\\" Rated 4.3 out of 5 stars by 3363 reviews. Not eligible for Prime.\", \"asin\": \"B08XLDWJYV\"},\n{\"title\": \"Go to detail page for \\\"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Navy.\\\" Rated 4.3 out of 5 stars by 3363 reviews. Not eligible for Prime.\", \"asin\": \"B0C1QK1XG1\"}],\n\"search_results\": [{\"title\": \"Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFAS Free, Induction Compatible, Oven & Dishwasher Safe to 500\\u00b0F, Cream\", \"asin\": \"B0DPFXJ4T8\", \"price\": \"$259.90\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Nonstick Ceramic Saut\\u00e9 Pan with Lid (4.5 qt, 11.8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Black\", \"asin\": \"B0CGRZR528\", \"price\": \"$205.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Nonstick Ceramic Frying Pan (2.7 qt, 10.5\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B09SRY5HYM\", \"price\": \"$95.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Navy\", \"asin\": \"B0DPGPDWRN\", \"price\": \"$595.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Nonstick Ceramic Bakeware Set (11 Pieces) - Baking Sheets, Assorted Baking Pans, Cooling Rack, & Storage - Aluminized Steel Body - Non Toxic, PTFE & PFOA Free - Cream\", \"asin\": \"B09YTND3F2\", \"price\": \"$395.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream\", \"asin\": \"B0DPGMZHDK\", \"price\": \"$595.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Wooden Utensil Set - 5 Piece Cooking Utensil Set - Spoon, Server, Scraper, Spatula, & Tongs - Made From FSC-Certified Birch Wood - No Microplastics\", \"asin\": \"B0CXZK7899\", \"price\": \"$125.00\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray\", \"asin\": \"B0DPGQCF86\", \"price\": \"$595.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Sage\", \"asin\": \"B0DPGQDSG9\", \"price\": \"$595.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Nonstick Ceramic Dutch Oven Pot with Lid (6.5 qt, 10.5\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Navy\", \"asin\": \"B09SS71NR6\", \"price\": \"$135.00\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Stock Pot - 12 Qt Ceramic Coated Pot With Lid - Fee From Forever Chemicals - Large Pot for Bigger Batches - Cream\", \"asin\": \"B0D1HPP5V1\", \"price\": \"$185.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"14pc Glass Food Storage Container Set - Easy to Store, Non Toxic Lunch Box - with Glass Lids - Includes Storage Organizer & Dot & Dash Inserts - Cream\", \"asin\": \"B0BKR4WGFR\", \"price\": \"$245.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B0BGYB1WXP\", \"price\": \"$90.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Nonstick Ceramic Sauce Pan with Lid (3 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B09SS8PJWD\", \"price\": \"$115.00\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Marigold\", \"asin\": \"B0DPGQKRGX\", \"price\": \"$595.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Non-Stick Ceramic Baking Sheet Duo - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - 18 x 13\\\" Large & 15 x 10\\\" Medium - Cream\", \"asin\": \"B0CQRXCHMX\", \"price\": \"$100.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream\", \"asin\": \"B0C128VD3B\", \"price\": \"$200.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"4-Piece Double Sided Wood Cutting Board Set - Made From FSC-Certified Birch Wood - Mineral Oil & Wax Finish - 3 Sizes - Small, Medium, & Large - Storage Organizers Included\", \"asin\": \"B0CLWNSJFF\", \"price\": \"$195.00\", \"delivery\": \"FREE delivery Mon, Apr 28\"},\n{\"title\": \"21Pcs Pots and Pans Set, Nonstick Cookware Sets, White Granite Induction Cookware Non Stick Cooking Set w/Frying Pans & Saucepans(PFOS, PFOA Free)\", \"asin\": \"B0C8HPJW4J\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Nonstick Ceramic Saut\\u00e9 Pan with Lid (4.5 qt, 11.8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B09SSCD9WP\", \"price\": \"$145.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Black\", \"asin\": \"B0DPGQLPTP\", \"price\": \"$865.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - White\", \"asin\": \"B0DPGPV2XV\", \"price\": \"$865.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"14pc Glass Food Storage Container Set - Easy to Store, Non Toxic Lunch Box - with Glass Lids - Includes Storage Organizer & Dot & Dash Inserts - Cream\", \"asin\": \"B0BKR4WGFR\", \"price\": \"$245.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Cookware+ Collection - Specialty Cookware Set - Petite Cooker, Stir Fry Pan, Rondeau, & Stock Pot - 3 Lids & Storage Organizer Included - Navy\", \"asin\": \"B0CZ2YGLQH\", \"price\": \"$495.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4-Piece Fry Pan Set - Non-Stick Frying Pans (10.5\\u201d & 8\\u201d) & Non-Stick Saut\\u00e9 Pan - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B0D4SGWMWS\", \"price\": \"$330.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"x Bobby Flay 13 Piece Cookware Pots and Pans Set, Professional Grade Aluminum, PFAS & PFOA-Free Ceramic Nonstick, Induction Suitable, Stay-Cool Silicone Handle, Dishwasher & Oven Safe, Cream\", \"asin\": \"B0DDL9JWTQ\", \"price\": \"$229.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Nonstick Ceramic Sauce Pan with Lid (3 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Navy\", \"asin\": \"B09SS6HLYZ\", \"price\": \"$115.00\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Cream\", \"asin\": \"B0CLWCYSCG\", \"price\": \"$395.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Always Pan 2.0-10.5\\u201d (2.6 Qt) Nonstick, Toxin-Free Ceramic Cookware | Patented 10-in-1 Aluminum Frying & Saut\\u00e9 Pan | Safe for Oven, Induction & All Cooktops up to 450\\u00b0F | Steam\", \"asin\": \"B0C6SPHV19\", \"price\": \"$125.00\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T21:54:57.470Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T21:54:57.470Z
click_product
B08XM1B6ZX
rule
train
2,733
2025-04-20T21:54:57.470Z
click_product
B08XM1B6ZX
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:18.606Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:10:05.152Z", "action": "input", "action_argument": "ceramic"} {"timestamp": "2025-04-16T22:10:05.254Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:11:01.297Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-16T22:11:13.734Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:02.528Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:15.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:41.932Z", "action": "purchase", "action_argument": "B0DM6ZLKF8"} {"timestamp": "2025-04-16T22:12:45.687Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:12:59.013Z", "action": "input", "action_argument": "kitchen kni"} {"timestamp": "2025-04-16T22:12:59.083Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:13:42.239Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:13:48.930Z", "action": "click_product", "action_argument": "B07QS75B5R"} {"timestamp": "2025-04-16T22:14:14.048Z", "action": "input", "action_argument": "counter stool"} {"timestamp": "2025-04-16T22:14:14.136Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:15:09.441Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:18:26.834Z", "action": "input", "action_argument": "monitor box"} {"timestamp": "2025-04-16T22:18:26.942Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:18:53.181Z", "action": "click_product", "action_argument": "B007XPBW3E"} {"timestamp": "2025-04-16T22:19:48.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:50.032Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:51.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:11.589Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:21.237Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:23.075Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:30.950Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:33.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:43.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:57.522Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:01.417Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:09.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:12.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:19.334Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:26.378Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:41.244Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.931Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:09.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:10.779Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:11.399Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:12.925Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:18.501Z", "action": "input", "action_argument": "carawa"} {"timestamp": "2025-04-20T21:54:18.598Z", "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": "caraway cookware set"}], "cart_items": [{"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "promotion_items": [{"title": "Caraway\nNonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "price": "$395.00", "quantity": ""}, {"title": "Caraway\n14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Cream", "asin": "B0CLWCYSCG", "price": "$395.00", "quantity": ""}, {"title": "Caraway\nNonstick Ceramic Sauce Pan with Lid (1.75 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream", "asin": "B0BGYCJY3R", "price": "$110.00", "quantity": ""}, {"title": "Caraway\nNonstick Ceramic Frying Pan (2.7 qt, 10.5\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Sage\nAluminum", "asin": "B09SRZN411", "price": "$95.00", "quantity": ""}, {"title": "Caraway\nStock Pot - 12 Qt Ceramic Coated Pot With Lid - Fee From Forever Chemicals - Large Pot for Bigger Batches - Cream", "asin": "B0D1HPP5V1", "price": "$185.00", "quantity": ""}, {"title": "Caraway\nNonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "quantity": ""}, {"title": "Caraway\nNonstick Ceramic Sauce Pan with Lid (1.75 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream", "asin": "B0BGYCJY3R", "price": "$110.00", "quantity": ""}, {"title": "Caraway\n14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Cream", "asin": "B0CLWCYSCG", "price": "$395.00", "quantity": ""}, {"title": "Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFAS Free, Induction Compatible, Oven & Dishwasher Safe to 500\u00b0F, Cream", "asin": "B0DPFXJ4T8", "price": "$259.90", "quantity": ""}, {"title": "Caraway\nNonstick Ceramic Frying Pan (2.7 qt, 10.5\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\nStainless Steel, Ceramic", "asin": "B09SRY5HYM", "price": "$95.00", "quantity": ""}], "ads": [{"title": "Go to detail page for \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream.\" Rated 4.3 out of 5 stars by 3363 reviews. Not eligible for Prime.", "asin": "B08XM1B6ZX"}, {"title": "Go to detail page for \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Sage.\" Rated 4.3 out of 5 stars by 3363 reviews. Not eligible for Prime.", "asin": "B08XLDWJYV"}, {"title": "Go to detail page for \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Navy.\" Rated 4.3 out of 5 stars by 3363 reviews. Not eligible for Prime.", "asin": "B0C1QK1XG1"}], "search_results": [{"title": "Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFAS Free, Induction Compatible, Oven & Dishwasher Safe to 500\u00b0F, Cream", "asin": "B0DPFXJ4T8", "price": "$259.90", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Wed, Apr 23"}, {"title": "Nonstick Ceramic Saut\u00e9 Pan with Lid (4.5 qt, 11.8\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Black", "asin": "B0CGRZR528", "price": "$205.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Nonstick Ceramic Frying Pan (2.7 qt, 10.5\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream", "asin": "B09SRY5HYM", "price": "$95.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Navy", "asin": "B0DPGPDWRN", "price": "$595.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Nonstick Ceramic Bakeware Set (11 Pieces) - Baking Sheets, Assorted Baking Pans, Cooling Rack, & Storage - Aluminized Steel Body - Non Toxic, PTFE & PFOA Free - Cream", "asin": "B09YTND3F2", "price": "$395.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream", "asin": "B0DPGMZHDK", "price": "$595.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Wooden Utensil Set - 5 Piece Cooking Utensil Set - Spoon, Server, Scraper, Spatula, & Tongs - Made From FSC-Certified Birch Wood - No Microplastics", "asin": "B0CXZK7899", "price": "$125.00", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"}, {"title": "Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray", "asin": "B0DPGQCF86", "price": "$595.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Sage", "asin": "B0DPGQDSG9", "price": "$595.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Nonstick Ceramic Dutch Oven Pot with Lid (6.5 qt, 10.5\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Navy", "asin": "B09SS71NR6", "price": "$135.00", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"}, {"title": "Stock Pot - 12 Qt Ceramic Coated Pot With Lid - Fee From Forever Chemicals - Large Pot for Bigger Batches - Cream", "asin": "B0D1HPP5V1", "price": "$185.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "14pc Glass Food Storage Container Set - Easy to Store, Non Toxic Lunch Box - with Glass Lids - Includes Storage Organizer & Dot & Dash Inserts - Cream", "asin": "B0BKR4WGFR", "price": "$245.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream", "asin": "B0BGYB1WXP", "price": "$90.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Nonstick Ceramic Sauce Pan with Lid (3 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream", "asin": "B09SS8PJWD", "price": "$115.00", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow 10 AM - 3 PM"}, {"title": "Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Marigold", "asin": "B0DPGQKRGX", "price": "$595.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Non-Stick Ceramic Baking Sheet Duo - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - 18 x 13\" Large & 15 x 10\" Medium - Cream", "asin": "B0CQRXCHMX", "price": "$100.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream", "asin": "B0C128VD3B", "price": "$200.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "4-Piece Double Sided Wood Cutting Board Set - Made From FSC-Certified Birch Wood - Mineral Oil & Wax Finish - 3 Sizes - Small, Medium, & Large - Storage Organizers Included", "asin": "B0CLWNSJFF", "price": "$195.00", "delivery": "FREE delivery Mon, Apr 28"}, {"title": "21Pcs Pots and Pans Set, Nonstick Cookware Sets, White Granite Induction Cookware Non Stick Cooking Set w/Frying Pans & Saucepans(PFOS, PFOA Free)", "asin": "B0C8HPJW4J", "price": "$129.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Wed, Apr 23"}, {"title": "Nonstick Ceramic Saut\u00e9 Pan with Lid (4.5 qt, 11.8\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream", "asin": "B09SSCD9WP", "price": "$145.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Black", "asin": "B0DPGQLPTP", "price": "$865.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - White", "asin": "B0DPGPV2XV", "price": "$865.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "14pc Glass Food Storage Container Set - Easy to Store, Non Toxic Lunch Box - with Glass Lids - Includes Storage Organizer & Dot & Dash Inserts - Cream", "asin": "B0BKR4WGFR", "price": "$245.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22"}, {"title": "Cookware+ Collection - Specialty Cookware Set - Petite Cooker, Stir Fry Pan, Rondeau, & Stock Pot - 3 Lids & Storage Organizer Included - Navy", "asin": "B0CZ2YGLQH", "price": "$495.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White", "asin": "B0CZNQD1SR", "price": "$99.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM"}, {"title": "4-Piece Fry Pan Set - Non-Stick Frying Pans (10.5\u201d & 8\u201d) & Non-Stick Saut\u00e9 Pan - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream", "asin": "B0D4SGWMWS", "price": "$330.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "x Bobby Flay 13 Piece Cookware Pots and Pans Set, Professional Grade Aluminum, PFAS & PFOA-Free Ceramic Nonstick, Induction Suitable, Stay-Cool Silicone Handle, Dishwasher & Oven Safe, Cream", "asin": "B0DDL9JWTQ", "price": "$229.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22"}, {"title": "Nonstick Ceramic Sauce Pan with Lid (3 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Navy", "asin": "B09SS6HLYZ", "price": "$115.00", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"}, {"title": "14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Cream", "asin": "B0CLWCYSCG", "price": "$395.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Always Pan 2.0-10.5\u201d (2.6 Qt) Nonstick, Toxin-Free Ceramic Cookware | Patented 10-in-1 Aluminum Frying & Saut\u00e9 Pan | Safe for Oven, Induction & All Cooktops up to 450\u00b0F | Steam", "asin": "B0C6SPHV19", "price": "$125.00", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T21:54:57.470Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-20T21:54:57.470Z\",\"action\": \"click_product\",\"acion_argument\": \"B08XM1B6ZX\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-20T21:54:57.470Z\",\"action\": \"click_product\",\"acion_argument\": \"B08XM1B6ZX\",}</answer>", "index": 2733, "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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, 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PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Black\", \"asin\": \"B0DPGQLPTP\", \"price\": \"$865.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - White\", \"asin\": \"B0DPGPV2XV\", \"price\": \"$865.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"14pc Glass Food Storage Container Set - Easy to Store, Non Toxic Lunch Box - with Glass Lids - Includes Storage Organizer & Dot & Dash Inserts - Cream\", \"asin\": \"B0BKR4WGFR\", \"price\": \"$245.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Cookware+ Collection - Specialty Cookware Set - Petite Cooker, Stir Fry Pan, Rondeau, & Stock Pot - 3 Lids & Storage Organizer Included - Navy\", \"asin\": \"B0CZ2YGLQH\", \"price\": \"$495.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4-Piece Fry Pan Set - Non-Stick Frying Pans (10.5\\u201d & 8\\u201d) & Non-Stick Saut\\u00e9 Pan - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B0D4SGWMWS\", \"price\": \"$330.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"x Bobby Flay 13 Piece Cookware Pots and Pans Set, Professional Grade Aluminum, PFAS & PFOA-Free Ceramic Nonstick, Induction Suitable, Stay-Cool Silicone Handle, Dishwasher & Oven Safe, Cream\", \"asin\": \"B0DDL9JWTQ\", \"price\": \"$229.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Nonstick Ceramic Sauce Pan with Lid (3 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Navy\", \"asin\": \"B09SS6HLYZ\", \"price\": \"$115.00\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Cream\", \"asin\": \"B0CLWCYSCG\", \"price\": \"$395.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Always Pan 2.0-10.5\\u201d (2.6 Qt) Nonstick, Toxin-Free Ceramic Cookware | Patented 10-in-1 Aluminum Frying & Saut\\u00e9 Pan | Safe for Oven, Induction & All Cooktops up to 450\\u00b0F | Steam\", \"asin\": \"B0C6SPHV19\", \"price\": \"$125.00\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T21:54:57.470Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"caraway cookware set\"}],\n\"cart_items\": [{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08XM1B6ZX\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\"},\n{\"price\": \"$395.00\"},\n{\"bullet_list\": \"CARAWAY NOW LIVE ON AMAZON: It's official! We have launched our beautifully designed and consciously crafted kitchen cookware sets on Amazon for everyone to enjoy. It's time to step up your pots and pans game and spruce up your kitchen decor! NATURALLY NON-STICK: Our super slick non-stick pots and pans require less oil or butter for cooking and minimal scrubbing for a spotless clean, giving you a healthier and easy at home culinary experience. NON-TOXIC COATING: All Caraway pot and pan sets are free of PTFE, PFOA, PFAS, lead, cadmium and other toxic materials that can leach into your food, making them safe for you, your family, and the environment. SIMPLE CARE: Our cookware ais made for any kitchen and cooktop. Use them on low to medium heat and add a dash of oil or butter for an effortless glide. Our cookware is also oven-safe up to 550\\u00baF. WHAT'S IN THE BOX: Included in this 12-piece cookware set is a 10.5\\\" frying pan, 3 qt. sauce pan with lid, 6.5 qt. dutch oven with lid, 4.5 qt. saut\\u00e9 pan with lid, 4 modular magnetic pan racks and a canvas lid holder with hooks.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"Cream\"}],\n\"promotion_items\": [{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"CookinCraze Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFAS Free, Induction Compatible, Oven & Dishwasher Safe to 500\\u00b0F, Fusion Red\", \"asin\": \"B0DPFYKX92\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"Our Place Perfect Pot - 5.5 Qt. Nonstick Ceramic Sauce Pan with Lid | Versatile Cookware for Stovetop and Oven | Steam, Bake, Braise, Roast | PTFE and PFOA-Free | Toxin-Free, Easy to Clean | Steam\", \"asin\": \"B0C6SDNF6C\", \"price\": \"$140.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B0BGYB1WXP\", \"price\": \"$90.00\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready\", \"asin\": \"B0CV9BR352\", \"price\": \"$365.68\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B0BGYB1WXP\", \"price\": \"$90.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway 14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Cream\", \"asin\": \"B0CLWCYSCG\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Sage\", \"asin\": \"B0C11XYX3V\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Saut\\u00e9 Pan with Lid (4.5 qt, 11.8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B09SSCD9WP\", \"price\": \"$145.00\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...\", \"asin\": \"B0DPFXJ4T8\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Lux LE 13-Pc Cookware Set with Elegant Gold Handle, Diamond Infused Ceramic Non-Stick, PFAS Free, Premium Metal Lids, Ergonomic Stay-Cool Handles, Induction Ready & Compatible w/All Cooktops\", \"asin\": \"B0CV93Z53H\", \"price\": \"$339.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"23 Pcs Pots and Pans Set Nonstick, Kitchen Cookware Sets, with Frying Pan, Saucepan...\", \"asin\": \"B0DDPL1CZV\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Caraway\\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\"},\n{\"title\": \"Caraway\\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - White\", \"asin\": \"B0CGS1J9P6\", \"price\": \"$595.00\"},\n{\"title\": \"Caraway\\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream\", \"asin\": \"B0DPGMZHDK\", \"price\": \"$595.00\"},\n{\"title\": \"SENSARTE\\u00a0Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\"},\n{\"title\": \"Caraway\\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray\", \"asin\": \"B0DPGQCF86\", \"price\": \"$595.00\"},\n{\"title\": \"Caraway\\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Navy\", \"asin\": \"B0DPGPDWRN\", \"price\": \"$595.00\"}]\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\": \"2025-04-20T21:55:34.087Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T21:55:34.087Z
click
quantity
rule
train
2,734
2025-04-20T21:55:34.087Z
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": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:18.606Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:10:05.152Z", "action": "input", "action_argument": "ceramic"} {"timestamp": "2025-04-16T22:10:05.254Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:11:01.297Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-16T22:11:13.734Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:02.528Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:15.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:41.932Z", "action": "purchase", "action_argument": "B0DM6ZLKF8"} {"timestamp": "2025-04-16T22:12:45.687Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:12:59.013Z", "action": "input", "action_argument": "kitchen kni"} {"timestamp": "2025-04-16T22:12:59.083Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:13:42.239Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:13:48.930Z", "action": "click_product", "action_argument": "B07QS75B5R"} {"timestamp": "2025-04-16T22:14:14.048Z", "action": "input", "action_argument": "counter stool"} {"timestamp": "2025-04-16T22:14:14.136Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:15:09.441Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:18:26.834Z", "action": "input", "action_argument": "monitor box"} {"timestamp": "2025-04-16T22:18:26.942Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:18:53.181Z", "action": "click_product", "action_argument": "B007XPBW3E"} {"timestamp": "2025-04-16T22:19:48.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:50.032Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:51.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:11.589Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:21.237Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:23.075Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:30.950Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:33.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:43.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:57.522Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:01.417Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:09.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:12.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:19.334Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:26.378Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:41.244Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.931Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:09.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:10.779Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:11.399Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:12.925Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:18.501Z", "action": "input", "action_argument": "carawa"} {"timestamp": "2025-04-20T21:54:18.598Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:54:57.470Z", "action": "click_product", "action_argument": "B08XM1B6ZX"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "caraway cookware set"}], "cart_items": [{"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "product_details": [{"asin": "B08XM1B6ZX"}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream"}, {"price": "$395.00"}, {"bullet_list": "CARAWAY NOW LIVE ON AMAZON: It's official! We have launched our beautifully designed and consciously crafted kitchen cookware sets on Amazon for everyone to enjoy. It's time to step up your pots and pans game and spruce up your kitchen decor! NATURALLY NON-STICK: Our super slick non-stick pots and pans require less oil or butter for cooking and minimal scrubbing for a spotless clean, giving you a healthier and easy at home culinary experience. NON-TOXIC COATING: All Caraway pot and pan sets are free of PTFE, PFOA, PFAS, lead, cadmium and other toxic materials that can leach into your food, making them safe for you, your family, and the environment. SIMPLE CARE: Our cookware ais made for any kitchen and cooktop. Use them on low to medium heat and add a dash of oil or butter for an effortless glide. Our cookware is also oven-safe up to 550\u00baF. WHAT'S IN THE BOX: Included in this 12-piece cookware set is a 10.5\" frying pan, 3 qt. sauce pan with lid, 6.5 qt. dutch oven with lid, 4.5 qt. saut\u00e9 pan with lid, 4 modular magnetic pan racks and a canvas lid holder with hooks."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Model": "Cream"}], "promotion_items": [{"title": "KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\u00b0F, Pistachio", "asin": "B0CH1SNCPT", "price": "$219.99", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "CookinCraze Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFAS Free, Induction Compatible, Oven & Dishwasher Safe to 500\u00b0F, Fusion Red", "asin": "B0DPFYKX92", "price": "$259.90", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "Our Place Perfect Pot - 5.5 Qt. Nonstick Ceramic Sauce Pan with Lid | Versatile Cookware for Stovetop and Oven | Steam, Bake, Braise, Roast | PTFE and PFOA-Free | Toxin-Free, Easy to Clean | Steam", "asin": "B0C6SDNF6C", "price": "$140.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream", "asin": "B0BGYB1WXP", "price": "$90.00", "quantity": ""}, {"title": "Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready", "asin": "B0CV9BR352", "price": "$365.68", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream", "asin": "B0BGYB1WXP", "price": "$90.00", "quantity": ""}, {"title": "Caraway 14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Cream", "asin": "B0CLWCYSCG", "price": "$395.00", "quantity": ""}, {"title": "Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Sage", "asin": "B0C11XYX3V", "price": "$200.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Saut\u00e9 Pan with Lid (4.5 qt, 11.8\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream", "asin": "B09SSCD9WP", "price": "$145.00", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\" 9.5\" 11\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White", "asin": "B0CF44XRS9", "price": "$79.99", "quantity": ""}, {"title": "Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...", "asin": "B0DPFXJ4T8", "price": "$259.90", "quantity": ""}, {"title": "Nuwave Lux LE 13-Pc Cookware Set with Elegant Gold Handle, Diamond Infused Ceramic Non-Stick, PFAS Free, Premium Metal Lids, Ergonomic Stay-Cool Handles, Induction Ready & Compatible w/All Cooktops", "asin": "B0CV93Z53H", "price": "$339.99", "quantity": ""}, {"title": "Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free", "asin": "B0DJ33BRKP", "price": "$119.99", "quantity": ""}, {"title": "23 Pcs Pots and Pans Set Nonstick, Kitchen Cookware Sets, with Frying Pan, Saucepan...", "asin": "B0DDPL1CZV", "price": "$119.99", "quantity": ""}, {"title": "KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\u00b0F, Pistachio", "asin": "B0CH1SNCPT", "price": "$219.99", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}], "comparison_items": [{"title": "Caraway\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00"}, {"title": "Caraway\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - White", "asin": "B0CGS1J9P6", "price": "$595.00"}, {"title": "Caraway\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream", "asin": "B0DPGMZHDK", "price": "$595.00"}, {"title": "SENSARTE\u00a0Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98"}, {"title": "Caraway\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray", "asin": "B0DPGQCF86", "price": "$595.00"}, {"title": "Caraway\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Navy", "asin": "B0DPGPDWRN", "price": "$595.00"}] <|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": "2025-04-20T21:55:34.087Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-20T21:55:34.087Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-20T21:55:34.087Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>", "index": 2734, "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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"caraway cookware set\"}],\n\"cart_items\": [{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08XM1B6ZX\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\"},\n{\"price\": \"$395.00\"},\n{\"bullet_list\": \"CARAWAY NOW LIVE ON AMAZON: It's official! We have launched our beautifully designed and consciously crafted kitchen cookware sets on Amazon for everyone to enjoy. It's time to step up your pots and pans game and spruce up your kitchen decor! NATURALLY NON-STICK: Our super slick non-stick pots and pans require less oil or butter for cooking and minimal scrubbing for a spotless clean, giving you a healthier and easy at home culinary experience. NON-TOXIC COATING: All Caraway pot and pan sets are free of PTFE, PFOA, PFAS, lead, cadmium and other toxic materials that can leach into your food, making them safe for you, your family, and the environment. SIMPLE CARE: Our cookware ais made for any kitchen and cooktop. Use them on low to medium heat and add a dash of oil or butter for an effortless glide. Our cookware is also oven-safe up to 550\\u00baF. WHAT'S IN THE BOX: Included in this 12-piece cookware set is a 10.5\\\" frying pan, 3 qt. sauce pan with lid, 6.5 qt. dutch oven with lid, 4.5 qt. saut\\u00e9 pan with lid, 4 modular magnetic pan racks and a canvas lid holder with hooks.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"Cream\"}],\n\"promotion_items\": [{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"CookinCraze Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFAS Free, Induction Compatible, Oven & Dishwasher Safe to 500\\u00b0F, Fusion Red\", \"asin\": \"B0DPFYKX92\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"Our Place Perfect Pot - 5.5 Qt. Nonstick Ceramic Sauce Pan with Lid | Versatile Cookware for Stovetop and Oven | Steam, Bake, Braise, Roast | PTFE and PFOA-Free | Toxin-Free, Easy to Clean | Steam\", \"asin\": \"B0C6SDNF6C\", \"price\": \"$140.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B0BGYB1WXP\", \"price\": \"$90.00\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready\", \"asin\": \"B0CV9BR352\", \"price\": \"$365.68\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B0BGYB1WXP\", \"price\": \"$90.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway 14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Cream\", \"asin\": \"B0CLWCYSCG\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Sage\", \"asin\": \"B0C11XYX3V\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Saut\\u00e9 Pan with Lid (4.5 qt, 11.8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B09SSCD9WP\", \"price\": \"$145.00\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...\", \"asin\": \"B0DPFXJ4T8\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Lux LE 13-Pc Cookware Set with Elegant Gold Handle, Diamond Infused Ceramic Non-Stick, PFAS Free, Premium Metal Lids, Ergonomic Stay-Cool Handles, Induction Ready & Compatible w/All Cooktops\", \"asin\": \"B0CV93Z53H\", \"price\": \"$339.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"23 Pcs Pots and Pans Set Nonstick, Kitchen Cookware Sets, with Frying Pan, Saucepan...\", \"asin\": \"B0DDPL1CZV\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Caraway\\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\"},\n{\"title\": \"Caraway\\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - White\", \"asin\": \"B0CGS1J9P6\", \"price\": \"$595.00\"},\n{\"title\": \"Caraway\\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream\", \"asin\": \"B0DPGMZHDK\", \"price\": \"$595.00\"},\n{\"title\": \"SENSARTE\\u00a0Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\"},\n{\"title\": \"Caraway\\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray\", \"asin\": \"B0DPGQCF86\", \"price\": \"$595.00\"},\n{\"title\": \"Caraway\\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Navy\", \"asin\": \"B0DPGPDWRN\", \"price\": \"$595.00\"}]\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\": \"2025-04-20T21:55:34.087Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"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\": \"caraway cookware set\"}],\n\"cart_items\": [{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08XM1B6ZX\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\"},\n{\"price\": \"$395.00\"},\n{\"bullet_list\": \"CARAWAY NOW LIVE ON AMAZON: It's official! We have launched our beautifully designed and consciously crafted kitchen cookware sets on Amazon for everyone to enjoy. It's time to step up your pots and pans game and spruce up your kitchen decor! NATURALLY NON-STICK: Our super slick non-stick pots and pans require less oil or butter for cooking and minimal scrubbing for a spotless clean, giving you a healthier and easy at home culinary experience. NON-TOXIC COATING: All Caraway pot and pan sets are free of PTFE, PFOA, PFAS, lead, cadmium and other toxic materials that can leach into your food, making them safe for you, your family, and the environment. SIMPLE CARE: Our cookware ais made for any kitchen and cooktop. Use them on low to medium heat and add a dash of oil or butter for an effortless glide. Our cookware is also oven-safe up to 550\\u00baF. WHAT'S IN THE BOX: Included in this 12-piece cookware set is a 10.5\\\" frying pan, 3 qt. sauce pan with lid, 6.5 qt. dutch oven with lid, 4.5 qt. saut\\u00e9 pan with lid, 4 modular magnetic pan racks and a canvas lid holder with hooks.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"Cream\"}],\n\"promotion_items\": [{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"CookinCraze Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFAS Free, Induction Compatible, Oven & Dishwasher Safe to 500\\u00b0F, Fusion Red\", \"asin\": \"B0DPFYKX92\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"Our Place Perfect Pot - 5.5 Qt. Nonstick Ceramic Sauce Pan with Lid | Versatile Cookware for Stovetop and Oven | Steam, Bake, Braise, Roast | PTFE and PFOA-Free | Toxin-Free, Easy to Clean | Steam\", \"asin\": \"B0C6SDNF6C\", \"price\": \"$140.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B0BGYB1WXP\", \"price\": \"$90.00\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready\", \"asin\": \"B0CV9BR352\", \"price\": \"$365.68\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B0BGYB1WXP\", \"price\": \"$90.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway 14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Cream\", \"asin\": \"B0CLWCYSCG\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Sage\", \"asin\": \"B0C11XYX3V\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Saut\\u00e9 Pan with Lid (4.5 qt, 11.8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B09SSCD9WP\", \"price\": \"$145.00\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...\", \"asin\": \"B0DPFXJ4T8\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Lux LE 13-Pc Cookware Set with Elegant Gold Handle, Diamond Infused Ceramic Non-Stick, PFAS Free, Premium Metal Lids, Ergonomic Stay-Cool Handles, Induction Ready & Compatible w/All Cooktops\", \"asin\": \"B0CV93Z53H\", \"price\": \"$339.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"23 Pcs Pots and Pans Set Nonstick, Kitchen Cookware Sets, with Frying Pan, Saucepan...\", \"asin\": \"B0DDPL1CZV\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Caraway\\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\"},\n{\"title\": \"Caraway\\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - White\", \"asin\": \"B0CGS1J9P6\", \"price\": \"$595.00\"},\n{\"title\": \"Caraway\\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream\", \"asin\": \"B0DPGMZHDK\", \"price\": \"$595.00\"},\n{\"title\": \"SENSARTE\\u00a0Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\"},\n{\"title\": \"Caraway\\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray\", \"asin\": \"B0DPGQCF86\", \"price\": \"$595.00\"},\n{\"title\": \"Caraway\\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Navy\", \"asin\": \"B0DPGPDWRN\", \"price\": \"$595.00\"}]\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\": \"2025-04-20T21:55:52.551Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T21:55:52.551Z
purchase
B08XM1B6ZX
rule
train
2,735
2025-04-20T21:55:52.551Z
purchase
B08XM1B6ZX
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"} {"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"} {"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"} {"timestamp": "2025-04-16T22:07:21.745Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:14.484Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:33.711Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:51.290Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:08:58.449Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:00.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:03.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:04.483Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:05.919Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:14.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:09:18.606Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:10:05.152Z", "action": "input", "action_argument": "ceramic"} {"timestamp": "2025-04-16T22:10:05.254Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:11:01.297Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-16T22:11:13.734Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:02.528Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:15.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-16T22:12:41.932Z", "action": "purchase", "action_argument": "B0DM6ZLKF8"} {"timestamp": "2025-04-16T22:12:45.687Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-16T22:12:59.013Z", "action": "input", "action_argument": "kitchen kni"} {"timestamp": "2025-04-16T22:12:59.083Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:13:42.239Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-16T22:13:48.930Z", "action": "click_product", "action_argument": "B07QS75B5R"} {"timestamp": "2025-04-16T22:14:14.048Z", "action": "input", "action_argument": "counter stool"} {"timestamp": "2025-04-16T22:14:14.136Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:15:09.441Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-16T22:18:26.834Z", "action": "input", "action_argument": "monitor box"} {"timestamp": "2025-04-16T22:18:26.942Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-16T22:18:53.181Z", "action": "click_product", "action_argument": "B007XPBW3E"} {"timestamp": "2025-04-16T22:19:48.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:50.032Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:19:51.115Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:11.589Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:21.237Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:23.075Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:30.950Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:33.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:43.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:20:57.522Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:01.417Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:09.527Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:12.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:19.334Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:26.378Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-16T22:21:41.244Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.931Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:09.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:10.779Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:11.399Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:12.925Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:18.501Z", "action": "input", "action_argument": "carawa"} {"timestamp": "2025-04-20T21:54:18.598Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:54:57.470Z", "action": "click_product", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:34.087Z", "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": "caraway cookware set"}], "cart_items": [{"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"asin": "B0DM6ZLKF8"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "product_details": [{"asin": "B08XM1B6ZX"}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream"}, {"price": "$395.00"}, {"bullet_list": "CARAWAY NOW LIVE ON AMAZON: It's official! We have launched our beautifully designed and consciously crafted kitchen cookware sets on Amazon for everyone to enjoy. It's time to step up your pots and pans game and spruce up your kitchen decor! NATURALLY NON-STICK: Our super slick non-stick pots and pans require less oil or butter for cooking and minimal scrubbing for a spotless clean, giving you a healthier and easy at home culinary experience. NON-TOXIC COATING: All Caraway pot and pan sets are free of PTFE, PFOA, PFAS, lead, cadmium and other toxic materials that can leach into your food, making them safe for you, your family, and the environment. SIMPLE CARE: Our cookware ais made for any kitchen and cooktop. Use them on low to medium heat and add a dash of oil or butter for an effortless glide. Our cookware is also oven-safe up to 550\u00baF. WHAT'S IN THE BOX: Included in this 12-piece cookware set is a 10.5\" frying pan, 3 qt. sauce pan with lid, 6.5 qt. dutch oven with lid, 4.5 qt. saut\u00e9 pan with lid, 4 modular magnetic pan racks and a canvas lid holder with hooks."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Model": "Cream"}], "promotion_items": [{"title": "KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\u00b0F, Pistachio", "asin": "B0CH1SNCPT", "price": "$219.99", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "CookinCraze Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFAS Free, Induction Compatible, Oven & Dishwasher Safe to 500\u00b0F, Fusion Red", "asin": "B0DPFYKX92", "price": "$259.90", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "Our Place Perfect Pot - 5.5 Qt. Nonstick Ceramic Sauce Pan with Lid | Versatile Cookware for Stovetop and Oven | Steam, Bake, Braise, Roast | PTFE and PFOA-Free | Toxin-Free, Easy to Clean | Steam", "asin": "B0C6SDNF6C", "price": "$140.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream", "asin": "B0BGYB1WXP", "price": "$90.00", "quantity": ""}, {"title": "Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready", "asin": "B0CV9BR352", "price": "$365.68", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream", "asin": "B0BGYB1WXP", "price": "$90.00", "quantity": ""}, {"title": "Caraway 14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Cream", "asin": "B0CLWCYSCG", "price": "$395.00", "quantity": ""}, {"title": "Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Sage", "asin": "B0C11XYX3V", "price": "$200.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Saut\u00e9 Pan with Lid (4.5 qt, 11.8\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream", "asin": "B09SSCD9WP", "price": "$145.00", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\" 9.5\" 11\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White", "asin": "B0CF44XRS9", "price": "$79.99", "quantity": ""}, {"title": "Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...", "asin": "B0DPFXJ4T8", "price": "$259.90", "quantity": ""}, {"title": "Nuwave Lux LE 13-Pc Cookware Set with Elegant Gold Handle, Diamond Infused Ceramic Non-Stick, PFAS Free, Premium Metal Lids, Ergonomic Stay-Cool Handles, Induction Ready & Compatible w/All Cooktops", "asin": "B0CV93Z53H", "price": "$339.99", "quantity": ""}, {"title": "Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free", "asin": "B0DJ33BRKP", "price": "$119.99", "quantity": ""}, {"title": "23 Pcs Pots and Pans Set Nonstick, Kitchen Cookware Sets, with Frying Pan, Saucepan...", "asin": "B0DDPL1CZV", "price": "$119.99", "quantity": ""}, {"title": "KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\u00b0F, Pistachio", "asin": "B0CH1SNCPT", "price": "$219.99", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}], "comparison_items": [{"title": "Caraway\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00"}, {"title": "Caraway\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - White", "asin": "B0CGS1J9P6", "price": "$595.00"}, {"title": "Caraway\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream", "asin": "B0DPGMZHDK", "price": "$595.00"}, {"title": "SENSARTE\u00a0Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98"}, {"title": "Caraway\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray", "asin": "B0DPGQCF86", "price": "$595.00"}, {"title": "Caraway\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Navy", "asin": "B0DPGPDWRN", "price": "$595.00"}] <|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": "2025-04-20T21:55:52.551Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-20T21:55:52.551Z\",\"action\": \"purchase\",\"acion_argument\": \"B08XM1B6ZX\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-20T21:55:52.551Z\",\"action\": \"purchase\",\"acion_argument\": \"B08XM1B6ZX\",}</answer>", "index": 2735, "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\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:07:21.745Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:14.484Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:33.711Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:51.290Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:08:58.449Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:00.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:03.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:04.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:05.919Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:14.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:09:18.606Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:10:05.152Z\", \"action\": \"input\", \"action_argument\": \"ceramic\"}\n{\"timestamp\": \"2025-04-16T22:10:05.254Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:11:01.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-16T22:11:13.734Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:02.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:15.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-16T22:12:41.932Z\", \"action\": \"purchase\", \"action_argument\": \"B0DM6ZLKF8\"}\n{\"timestamp\": \"2025-04-16T22:12:45.687Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:12:59.013Z\", \"action\": \"input\", \"action_argument\": \"kitchen kni\"}\n{\"timestamp\": \"2025-04-16T22:12:59.083Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:13:42.239Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:13:48.930Z\", \"action\": \"click_product\", \"action_argument\": \"B07QS75B5R\"}\n{\"timestamp\": \"2025-04-16T22:14:14.048Z\", \"action\": \"input\", \"action_argument\": \"counter stool\"}\n{\"timestamp\": \"2025-04-16T22:14:14.136Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:15:09.441Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:18:26.834Z\", \"action\": \"input\", \"action_argument\": \"monitor box\"}\n{\"timestamp\": \"2025-04-16T22:18:26.942Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-16T22:18:53.181Z\", \"action\": \"click_product\", \"action_argument\": \"B007XPBW3E\"}\n{\"timestamp\": \"2025-04-16T22:19:48.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:50.032Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:19:51.115Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:11.589Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:21.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:23.075Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:30.950Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:33.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:43.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:20:57.522Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:01.417Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:09.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:12.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:19.334Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:26.378Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-16T22:21:41.244Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"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\": \"caraway cookware set\"}],\n\"cart_items\": [{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08XM1B6ZX\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\"},\n{\"price\": \"$395.00\"},\n{\"bullet_list\": \"CARAWAY NOW LIVE ON AMAZON: It's official! We have launched our beautifully designed and consciously crafted kitchen cookware sets on Amazon for everyone to enjoy. It's time to step up your pots and pans game and spruce up your kitchen decor! NATURALLY NON-STICK: Our super slick non-stick pots and pans require less oil or butter for cooking and minimal scrubbing for a spotless clean, giving you a healthier and easy at home culinary experience. NON-TOXIC COATING: All Caraway pot and pan sets are free of PTFE, PFOA, PFAS, lead, cadmium and other toxic materials that can leach into your food, making them safe for you, your family, and the environment. SIMPLE CARE: Our cookware ais made for any kitchen and cooktop. Use them on low to medium heat and add a dash of oil or butter for an effortless glide. Our cookware is also oven-safe up to 550\\u00baF. WHAT'S IN THE BOX: Included in this 12-piece cookware set is a 10.5\\\" frying pan, 3 qt. sauce pan with lid, 6.5 qt. dutch oven with lid, 4.5 qt. saut\\u00e9 pan with lid, 4 modular magnetic pan racks and a canvas lid holder with hooks.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"Cream\"}],\n\"promotion_items\": [{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"CookinCraze Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFAS Free, Induction Compatible, Oven & Dishwasher Safe to 500\\u00b0F, Fusion Red\", \"asin\": \"B0DPFYKX92\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"Our Place Perfect Pot - 5.5 Qt. Nonstick Ceramic Sauce Pan with Lid | Versatile Cookware for Stovetop and Oven | Steam, Bake, Braise, Roast | PTFE and PFOA-Free | Toxin-Free, Easy to Clean | Steam\", \"asin\": \"B0C6SDNF6C\", \"price\": \"$140.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B0BGYB1WXP\", \"price\": \"$90.00\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready\", \"asin\": \"B0CV9BR352\", \"price\": \"$365.68\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B0BGYB1WXP\", \"price\": \"$90.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway 14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Cream\", \"asin\": \"B0CLWCYSCG\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Sage\", \"asin\": \"B0C11XYX3V\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Saut\\u00e9 Pan with Lid (4.5 qt, 11.8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B09SSCD9WP\", \"price\": \"$145.00\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...\", \"asin\": \"B0DPFXJ4T8\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Lux LE 13-Pc Cookware Set with Elegant Gold Handle, Diamond Infused Ceramic Non-Stick, PFAS Free, Premium Metal Lids, Ergonomic Stay-Cool Handles, Induction Ready & Compatible w/All Cooktops\", \"asin\": \"B0CV93Z53H\", \"price\": \"$339.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"23 Pcs Pots and Pans Set Nonstick, Kitchen Cookware Sets, with Frying Pan, Saucepan...\", \"asin\": \"B0DDPL1CZV\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Caraway\\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\"},\n{\"title\": \"Caraway\\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - White\", \"asin\": \"B0CGS1J9P6\", \"price\": \"$595.00\"},\n{\"title\": \"Caraway\\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream\", \"asin\": \"B0DPGMZHDK\", \"price\": \"$595.00\"},\n{\"title\": \"SENSARTE\\u00a0Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\"},\n{\"title\": \"Caraway\\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray\", \"asin\": \"B0DPGQCF86\", \"price\": \"$595.00\"},\n{\"title\": \"Caraway\\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Navy\", \"asin\": \"B0DPGPDWRN\", \"price\": \"$595.00\"}]\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\": \"2025-04-20T21:55:52.551Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"1\"},\n{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"1\"},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"LANE LINEN 1000 TC Ultra Soft Queen Size Sheets Set,100% Egyptian Cotton Mercerized Fully Elasticized with French Seam on Fitted Hotel Like Thick Luxury Bed Sheets Queen Size- Sea Foam\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Bakeware Set (11 Pieces) - Baking Sheets, Assorted Baking Pans, Cooling Rack, & Storage - Aluminized Steel Body - Non Toxic, PTFE & PFOA Free - Gray\", \"asin\": \"\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Sauce Pan with Lid (1.75 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray\", \"asin\": \"\", \"price\": \"$110.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Wooden Utensil Set - 5 Piece Cooking Utensil Set - Spoon, Server, Scraper, Spatula, & Tongs - Made From FSC-Certified Birch Wood - No Microplastics\", \"asin\": \"\", \"price\": \"$125.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Square Griddle Pan - 11\\u201d Square Pan - Non-Stick Ceramic Coated - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway Non-Stick Ceramic 1 lb Loaf Pan - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - Perfect for Pound Cakes, Breads, & More - Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway 14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Grey\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway Cutting Board - Medium (14 x 10\\u201d) - Double Sided Wood Cutting Board - Made From FSC-Certified Birch Wood - Food-Safe Mineral Oil & Wax Finish\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway 14pc Glass Food Storage Container Set - Easy to Store, Non Toxic Lunch Box - with Glass Lids - Includes Storage Organizer & Dot & Dash Inserts - Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Bakeware Set (11 Pieces) - Baking Sheets, Assorted Baking Pans, Cooling Rack, & Storage - Aluminized Steel Body - Non Toxic, PTFE & PFOA Free - Gray\", \"asin\": \"\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway 2 Quart Whistling Tea Kettle - Durable Stainless Steel Tea Pot - Fast Boiling, Stovetop Agnostic - Non-Toxic, PTFE & PFOA Free - Includes Pot Holder - Gray\", \"asin\": \"\", \"price\": \"$195.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray\", \"asin\": \"\", \"price\": \"$90.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Sauce Pan with Lid (1.75 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray\", \"asin\": \"\", \"price\": \"$110.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Wooden Utensil Set - 5 Piece Cooking Utensil Set - Spoon, Server, Scraper, Spatula, & Tongs - Made From FSC-Certified Birch Wood - No Microplastics\", \"asin\": \"\", \"price\": \"$125.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Non-Stick Ceramic 1 lb Loaf Pan - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - Perfect for Pound Cakes, Breads, & More - Gray\", \"asin\": \"\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Square Griddle Pan - 11\\u201d Square Pan - Non-Stick Ceramic Coated - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway 14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Grey\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Dutch Oven Pot with Lid (6.5 qt, 10.5\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway Wooden Utensil Set - 5 Piece Cooking Utensil Set - Spoon, Server, Scraper, Spatula, & Tongs - Made From FSC-Certified Birch Wood - No Microplastics\", \"asin\": \"\", \"price\": \"$125.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Steamer - Stainless Steel Steamer with Handles - Non Stick, Non Toxic Coating - Steam Veggies, Seafood, and More - Compatible With Our Dutch Oven or Sauce Pan - Small\", \"asin\": \"\", \"price\": \"$55.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Non-Stick Ceramic Baking Sheet Duo - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - 18 x 13\\\" Large & 15 x 10\\\" Medium - Cream\", \"asin\": \"\", \"price\": \"$100.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Bakeware Set (11 Pieces) - Baking Sheets, Assorted Baking Pans, Cooling Rack, & Storage - Aluminized Steel Body - Non Toxic, PTFE & PFOA Free - Cream\", \"asin\": \"\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"\", \"price\": \"$90.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway 2 Quart Whistling Tea Kettle - Durable Stainless Steel Tea Pot - Fast Boiling, Stovetop Agnostic - Non-Toxic, PTFE & PFOA Free - Includes Pot Holder - Gray\", \"asin\": \"\", \"price\": \"$195.00\", \"quantity\": \"\"},\n{\"title\": \"Silicone Cooking Utensils Set - 446\\u00b0F Heat Resistant Silicone Kitchen Utensils for Cooking,Kitchen Utensil Spatula Set w Wooden Handles and Holder, BPA FREE Gadgets for Non-Stick Cookware (Khaki)\", \"asin\": \"\", \"price\": \"$25.97\", \"quantity\": \"\"},\n{\"title\": \"Caraway 14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Cream\", \"asin\": \"\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Sauce Pan with Lid (1.75 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray\", \"asin\": \"\", \"price\": \"$110.00\", \"quantity\": \"\"},\n{\"title\": \"simplehuman 35 Liter / 9.3 Gallon Dual Compartment Under Counter Kitchen Cabinet Pull-Out Recycling Bin and Trash Can, Chrome\", \"asin\": \"\", \"price\": \"$79.45\", \"quantity\": \"\"},\n{\"title\": \"Rev-A-Shelf Double Pullout Trash Can for Kitchen Cabinets 35 Qt Garbage Recycling Bin on Full Extension Slides, Black, RV-18KD-18C S\", \"asin\": \"\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"Spaces Tools Pull Out Trash Can Under Cabinet Shelf - Under Sink Trash Can Pull Out Slider for 30\\u201340 Quart Cans Up to 125 lb - Cabinet Trash Can Pull Out Kit w/Garbage Bag Holder - (Can Not Included)\", \"asin\": \"\", \"price\": \"$37.97\", \"quantity\": \"\"},\n{\"title\": \"Rev-A-Shelf Pullout Trash Can for Kitchen Cabinets 35 Qt Garbage Waste Recycling Bin w/Full Extension Slide, Metallic Silver, RV-12KD-17C S\", \"asin\": \"\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"Rev-A-Shelf Steel Bottom Mount Double 35 Quart 8.75 Gallon Waste Bin Trash Container for Under Kitchen Cabinet with Soft Close, Gray, 54WC-1835SC-17-1\", \"asin\": \"\", \"price\": \"$87.99\", \"quantity\": \"\"},\n{\"title\": \"SUPER DEAL Double 35-Quart Pull Out Trash Can Under Cabinets Under Sink Garbage Sliding Waste Bin Container Recycling Bins with Chrome Wire Bottom Mount 44 lbs Load Capacity, Black\", \"asin\": \"\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Rev-A-Shelf Double Trash Can Under Kitchen Cabinets Pullout, 35 Quart 8.75 Gallon with Soft-Close Slides, White, 53WC-1835SCDM-211\", \"asin\": \"\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"VEVOR Pull Out Trash Can, 37 Quart Recycling Bin with Silent Slide, 110 lbs Load Capacity Heavy Duty Garbage Under Mount Kitchen Waste Container for Kitchen Cabinet, Sink\", \"asin\": \"\", \"price\": \"$53.09\", \"quantity\": \"\"},\n{\"title\": \"Rev-A-Shelf Double Pullout Trash Cans for Full Height Kitchen Cabinets 50 Quart 12.5 Gallon with Soft-Close Slides, Metallic Silver, 53WC-2150SCDM-217\", \"asin\": \"\", \"price\": \"$224.99\", \"quantity\": \"\"},\n{\"title\": \"Rubbermaid Kitchen Cabinet Pull-Out Trash Can and Recycling Bin, 20-Gallon, Black, Under Sink Trash/ Recycling, for Home/Kitchen/Bathroom/Office/Garage\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Single Pullout Trash Can for Under Kitchen Cabinets Include Single 35QT Trash Bin Doesn't Include Door Fittings, Bottom-Mount Recycling Bin\", \"asin\": \"\", \"price\": \"$92.99\", \"quantity\": \"\"},\n{\"title\": \"Tanamu Pull Out Trash Can Under Cabinet & Under Sink - Heavy Duty Sliding Adjustable Cabinet Trash Can Organizer, 35qt Roll-Out Kitchen Rack with Chrome Finish (Waste Bin Not Included)\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"YJHome Pull Out Trash Can Under Cabinet with Soft-Close Slides, Garbage Can Not Included, Cabinet Trash Can Pull Out Kit with Door Mounting Kit, Requires Minimum Cabinets Opening 17\\\" W X 24\\\" D\", \"asin\": \"\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"LINSSEN Stainless Steel Hanging Trash Can with Lid and Inner Bucket, 1 Gallon Kitchen Compost Bin for Counter Top, Under Sink or Wall Mount, Small Garbage Can for Cupboard/Bathroom/Bedroom/RV, White\", \"asin\": \"\", \"price\": \"$30.99\", \"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\": \"2025-04-21T02:20:40.097Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-21T02:20:40.097Z
click
quantity
rule
train
2,736
2025-04-21T02:20:40.097Z
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": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.931Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:09.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:10.779Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:11.399Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:12.925Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:18.501Z", "action": "input", "action_argument": "carawa"} {"timestamp": "2025-04-20T21:54:18.598Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:54:57.470Z", "action": "click_product", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:34.087Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T21:55:52.551Z", "action": "purchase", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:59.164Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-20T21:57:38.883Z", "action": "input", "action_argument": "kitchen trash"} {"timestamp": "2025-04-20T21:57:38.939Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:57:47.719Z", "action": "input", "action_argument": "kitchen trash can"} {"timestamp": "2025-04-20T21:57:49.530Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:05.970Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:09.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:59:52.500Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T22:03:41.408Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T22:03:50.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T22:04:47.612Z", "action": "click_product", "action_argument": "B0DNP3CWG7"} {"timestamp": "2025-04-20T22:05:04.398Z", "action": "click_product", "action_argument": "B000ZIVN9O"} {"timestamp": "2025-04-21T02:00:03.588Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:06:04.621Z", "action": "input", "action_argument": "counter"} {"timestamp": "2025-04-21T02:06:04.681Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:07:37.010Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:39.042Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:42.562Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:45.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:59.291Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:00.357Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:01.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:06.579Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:09.402Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:10.823Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:11.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.132Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:16.746Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:17.392Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:19.457Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:20.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:32.176Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:08:48.182Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:54.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:57.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.225Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.994Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:11.899Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:13.208Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:20.657Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:25.807Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:27.195Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:34.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:36.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:37.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:40.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:41.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:43.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:10:08.250Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:10:27.399Z", "action": "click_product", "action_argument": "/promo/A1U14TP8VU22XM"} {"timestamp": "2025-04-21T02:12:45.616Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:48.610Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:52.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:55.698Z", "action": "purchase", "action_argument": "B0BG38ZL8R"} {"timestamp": "2025-04-21T02:13:11.180Z", "action": "input", "action_argument": "baking pan"} {"timestamp": "2025-04-21T02:13:11.334Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:13:45.328Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:15:21.335Z", "action": "input", "action_argument": "glass stora"} {"timestamp": "2025-04-21T02:15:21.420Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:16:03.898Z", "action": "click_product", "action_argument": "B09QQGY1BW"} {"timestamp": "2025-04-21T02:17:14.376Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:17.540Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:22.261Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:25.440Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:26.159Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.071Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:30.458Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:31.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:34.079Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:19:53.995Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:26.437Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:28.845Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:20:31.104Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:35.384Z", "action": "purchase", "action_argument": "B08XLT1YD8"} <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "price": "$395.00", "quantity": "1"}, {"title": "BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite", "asin": "B0BG38ZL8R", "price": "$14.99", "quantity": "1"}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "quantity": "1"}, {"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "promotion_items": [{"title": "LANE LINEN 1000 TC Ultra Soft Queen Size Sheets Set,100% Egyptian Cotton Mercerized Fully Elasticized with French Seam on Fitted Hotel Like Thick Luxury Bed Sheets Queen Size- Sea Foam", "asin": "", "price": "$89.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Bakeware Set (11 Pieces) - Baking Sheets, Assorted Baking Pans, Cooling Rack, & Storage - Aluminized Steel Body - Non Toxic, PTFE & PFOA Free - Gray", "asin": "", "price": "$395.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Sauce Pan with Lid (1.75 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray", "asin": "", "price": "$110.00", "quantity": ""}, {"title": "Caraway Wooden Utensil Set - 5 Piece Cooking Utensil Set - Spoon, Server, Scraper, Spatula, & Tongs - Made From FSC-Certified Birch Wood - No Microplastics", "asin": "", "price": "$125.00", "quantity": ""}, {"title": "Caraway Square Griddle Pan - 11\u201d Square Pan - Non-Stick Ceramic Coated - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops - Gray", "asin": "", "price": "", "quantity": ""}, {"title": "Caraway Non-Stick Ceramic 1 lb Loaf Pan - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - Perfect for Pound Cakes, Breads, & More - Gray", "asin": "", "price": "", "quantity": ""}, {"title": "Caraway 14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Grey", "asin": "", "price": "", "quantity": ""}, {"title": "Caraway Cutting Board - Medium (14 x 10\u201d) - Double Sided Wood Cutting Board - Made From FSC-Certified Birch Wood - Food-Safe Mineral Oil & Wax Finish", "asin": "", "price": "", "quantity": ""}, {"title": "Caraway 14pc Glass Food Storage Container Set - Easy to Store, Non Toxic Lunch Box - with Glass Lids - Includes Storage Organizer & Dot & Dash Inserts - Gray", "asin": "", "price": "", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Bakeware Set (11 Pieces) - Baking Sheets, Assorted Baking Pans, Cooling Rack, & Storage - Aluminized Steel Body - Non Toxic, PTFE & PFOA Free - Gray", "asin": "", "price": "$395.00", "quantity": ""}, {"title": "Caraway 2 Quart Whistling Tea Kettle - Durable Stainless Steel Tea Pot - Fast Boiling, Stovetop Agnostic - Non-Toxic, PTFE & PFOA Free - Includes Pot Holder - Gray", "asin": "", "price": "$195.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray", "asin": "", "price": "$90.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Sauce Pan with Lid (1.75 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray", "asin": "", "price": "$110.00", "quantity": ""}, {"title": "Caraway Wooden Utensil Set - 5 Piece Cooking Utensil Set - Spoon, Server, Scraper, Spatula, & Tongs - Made From FSC-Certified Birch Wood - No Microplastics", "asin": "", "price": "$125.00", "quantity": ""}, {"title": "Caraway Non-Stick Ceramic 1 lb Loaf Pan - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - Perfect for Pound Cakes, Breads, & More - Gray", "asin": "", "price": "$40.00", "quantity": ""}, {"title": "Caraway Square Griddle Pan - 11\u201d Square Pan - Non-Stick Ceramic Coated - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops - Gray", "asin": "", "price": "", "quantity": ""}, {"title": "Caraway 14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Grey", "asin": "", "price": "", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Dutch Oven Pot with Lid (6.5 qt, 10.5\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray", "asin": "", "price": "", "quantity": ""}, {"title": "Caraway Wooden Utensil Set - 5 Piece Cooking Utensil Set - Spoon, Server, Scraper, Spatula, & Tongs - Made From FSC-Certified Birch Wood - No Microplastics", "asin": "", "price": "$125.00", "quantity": ""}, {"title": "Caraway Steamer - Stainless Steel Steamer with Handles - Non Stick, Non Toxic Coating - Steam Veggies, Seafood, and More - Compatible With Our Dutch Oven or Sauce Pan - Small", "asin": "", "price": "$55.00", "quantity": ""}, {"title": "Caraway Non-Stick Ceramic Baking Sheet Duo - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - 18 x 13\" Large & 15 x 10\" Medium - Cream", "asin": "", "price": "$100.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Bakeware Set (11 Pieces) - Baking Sheets, Assorted Baking Pans, Cooling Rack, & Storage - Aluminized Steel Body - Non Toxic, PTFE & PFOA Free - Cream", "asin": "", "price": "$395.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream", "asin": "", "price": "$90.00", "quantity": ""}, {"title": "Caraway 2 Quart Whistling Tea Kettle - Durable Stainless Steel Tea Pot - Fast Boiling, Stovetop Agnostic - Non-Toxic, PTFE & PFOA Free - Includes Pot Holder - Gray", "asin": "", "price": "$195.00", "quantity": ""}, {"title": "Silicone Cooking Utensils Set - 446\u00b0F Heat Resistant Silicone Kitchen Utensils for Cooking,Kitchen Utensil Spatula Set w Wooden Handles and Holder, BPA FREE Gadgets for Non-Stick Cookware (Khaki)", "asin": "", "price": "$25.97", "quantity": ""}, {"title": "Caraway 14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Cream", "asin": "", "price": "$395.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Sauce Pan with Lid (1.75 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray", "asin": "", "price": "$110.00", "quantity": ""}, {"title": "simplehuman 35 Liter / 9.3 Gallon Dual Compartment Under Counter Kitchen Cabinet Pull-Out Recycling Bin and Trash Can, Chrome", "asin": "", "price": "$79.45", "quantity": ""}, {"title": "Rev-A-Shelf Double Pullout Trash Can for Kitchen Cabinets 35 Qt Garbage Recycling Bin on Full Extension Slides, Black, RV-18KD-18C S", "asin": "", "price": "$80.00", "quantity": ""}, {"title": "Spaces Tools Pull Out Trash Can Under Cabinet Shelf - Under Sink Trash Can Pull Out Slider for 30\u201340 Quart Cans Up to 125 lb - Cabinet Trash Can Pull Out Kit w/Garbage Bag Holder - (Can Not Included)", "asin": "", "price": "$37.97", "quantity": ""}, {"title": "Rev-A-Shelf Pullout Trash Can for Kitchen Cabinets 35 Qt Garbage Waste Recycling Bin w/Full Extension Slide, Metallic Silver, RV-12KD-17C S", "asin": "", "price": "$65.99", "quantity": ""}, {"title": "Rev-A-Shelf Steel Bottom Mount Double 35 Quart 8.75 Gallon Waste Bin Trash Container for Under Kitchen Cabinet with Soft Close, Gray, 54WC-1835SC-17-1", "asin": "", "price": "$87.99", "quantity": ""}, {"title": "SUPER DEAL Double 35-Quart Pull Out Trash Can Under Cabinets Under Sink Garbage Sliding Waste Bin Container Recycling Bins with Chrome Wire Bottom Mount 44 lbs Load Capacity, Black", "asin": "", "price": "$67.99", "quantity": ""}, {"title": "Rev-A-Shelf Double Trash Can Under Kitchen Cabinets Pullout, 35 Quart 8.75 Gallon with Soft-Close Slides, White, 53WC-1835SCDM-211", "asin": "", "price": "$179.99", "quantity": ""}, {"title": "VEVOR Pull Out Trash Can, 37 Quart Recycling Bin with Silent Slide, 110 lbs Load Capacity Heavy Duty Garbage Under Mount Kitchen Waste Container for Kitchen Cabinet, Sink", "asin": "", "price": "$53.09", "quantity": ""}, {"title": "Rev-A-Shelf Double Pullout Trash Cans for Full Height Kitchen Cabinets 50 Quart 12.5 Gallon with Soft-Close Slides, Metallic Silver, 53WC-2150SCDM-217", "asin": "", "price": "$224.99", "quantity": ""}, {"title": "Rubbermaid Kitchen Cabinet Pull-Out Trash Can and Recycling Bin, 20-Gallon, Black, Under Sink Trash/ Recycling, for Home/Kitchen/Bathroom/Office/Garage", "asin": "", "price": "$99.99", "quantity": ""}, {"title": "Single Pullout Trash Can for Under Kitchen Cabinets Include Single 35QT Trash Bin Doesn't Include Door Fittings, Bottom-Mount Recycling Bin", "asin": "", "price": "$92.99", "quantity": ""}, {"title": "Tanamu Pull Out Trash Can Under Cabinet & Under Sink - Heavy Duty Sliding Adjustable Cabinet Trash Can Organizer, 35qt Roll-Out Kitchen Rack with Chrome Finish (Waste Bin Not Included)", "asin": "", "price": "$29.99", "quantity": ""}, {"title": "YJHome Pull Out Trash Can Under Cabinet with Soft-Close Slides, Garbage Can Not Included, Cabinet Trash Can Pull Out Kit with Door Mounting Kit, Requires Minimum Cabinets Opening 17\" W X 24\" D", "asin": "", "price": "$65.99", "quantity": ""}, {"title": "LINSSEN Stainless Steel Hanging Trash Can with Lid and Inner Bucket, 1 Gallon Kitchen Compost Bin for Counter Top, Under Sink or Wall Mount, Small Garbage Can for Cupboard/Bathroom/Bedroom/RV, White", "asin": "", "price": "$30.99", "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": "2025-04-21T02:20:40.097Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-21T02:20:40.097Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-21T02:20:40.097Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>", "index": 2736, "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\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": 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Cream\", \"asin\": \"\", \"price\": \"$90.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway 2 Quart Whistling Tea Kettle - Durable Stainless Steel Tea Pot - Fast Boiling, Stovetop Agnostic - Non-Toxic, PTFE & PFOA Free - Includes Pot Holder - Gray\", \"asin\": \"\", \"price\": \"$195.00\", \"quantity\": \"\"},\n{\"title\": \"Silicone Cooking Utensils Set - 446\\u00b0F Heat Resistant Silicone Kitchen Utensils for Cooking,Kitchen Utensil Spatula Set w Wooden Handles and Holder, BPA FREE Gadgets for Non-Stick Cookware (Khaki)\", \"asin\": \"\", \"price\": \"$25.97\", \"quantity\": \"\"},\n{\"title\": \"Caraway 14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Cream\", \"asin\": \"\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Sauce Pan with Lid (1.75 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray\", \"asin\": \"\", \"price\": \"$110.00\", \"quantity\": \"\"},\n{\"title\": \"simplehuman 35 Liter / 9.3 Gallon Dual Compartment Under Counter Kitchen Cabinet Pull-Out Recycling Bin and Trash Can, Chrome\", \"asin\": \"\", \"price\": \"$79.45\", \"quantity\": \"\"},\n{\"title\": \"Rev-A-Shelf Double Pullout Trash Can for Kitchen Cabinets 35 Qt Garbage Recycling Bin on Full Extension Slides, Black, RV-18KD-18C S\", \"asin\": \"\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"Spaces Tools Pull Out Trash Can Under Cabinet Shelf - Under Sink Trash Can Pull Out Slider for 30\\u201340 Quart Cans Up to 125 lb - Cabinet Trash Can Pull Out Kit w/Garbage Bag Holder - (Can Not Included)\", \"asin\": \"\", \"price\": \"$37.97\", \"quantity\": \"\"},\n{\"title\": \"Rev-A-Shelf Pullout Trash Can for Kitchen Cabinets 35 Qt Garbage Waste Recycling Bin w/Full Extension Slide, Metallic Silver, RV-12KD-17C S\", \"asin\": \"\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"Rev-A-Shelf Steel Bottom Mount Double 35 Quart 8.75 Gallon Waste Bin Trash Container for Under Kitchen Cabinet with Soft Close, Gray, 54WC-1835SC-17-1\", \"asin\": \"\", \"price\": \"$87.99\", \"quantity\": \"\"},\n{\"title\": \"SUPER DEAL Double 35-Quart Pull Out Trash Can Under Cabinets Under Sink Garbage Sliding Waste Bin Container Recycling Bins with Chrome Wire Bottom Mount 44 lbs Load Capacity, Black\", \"asin\": \"\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Rev-A-Shelf Double Trash Can Under Kitchen Cabinets Pullout, 35 Quart 8.75 Gallon with Soft-Close Slides, White, 53WC-1835SCDM-211\", \"asin\": \"\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"VEVOR Pull Out Trash Can, 37 Quart Recycling Bin with Silent Slide, 110 lbs Load Capacity Heavy Duty Garbage Under Mount Kitchen Waste Container for Kitchen Cabinet, Sink\", \"asin\": \"\", \"price\": \"$53.09\", \"quantity\": \"\"},\n{\"title\": \"Rev-A-Shelf Double Pullout Trash Cans for Full Height Kitchen Cabinets 50 Quart 12.5 Gallon with Soft-Close Slides, Metallic Silver, 53WC-2150SCDM-217\", \"asin\": \"\", \"price\": \"$224.99\", \"quantity\": \"\"},\n{\"title\": \"Rubbermaid Kitchen Cabinet Pull-Out Trash Can and Recycling Bin, 20-Gallon, Black, Under Sink Trash/ Recycling, for Home/Kitchen/Bathroom/Office/Garage\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Single Pullout Trash Can for Under Kitchen Cabinets Include Single 35QT Trash Bin Doesn't Include Door Fittings, Bottom-Mount Recycling Bin\", \"asin\": \"\", \"price\": \"$92.99\", \"quantity\": \"\"},\n{\"title\": \"Tanamu Pull Out Trash Can Under Cabinet & Under Sink - Heavy Duty Sliding Adjustable Cabinet Trash Can Organizer, 35qt Roll-Out Kitchen Rack with Chrome Finish (Waste Bin Not Included)\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"YJHome Pull Out Trash Can Under Cabinet with Soft-Close Slides, Garbage Can Not Included, Cabinet Trash Can Pull Out Kit with Door Mounting Kit, Requires Minimum Cabinets Opening 17\\\" W X 24\\\" D\", \"asin\": \"\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"LINSSEN Stainless Steel Hanging Trash Can with Lid and Inner Bucket, 1 Gallon Kitchen Compost Bin for Counter Top, Under Sink or Wall Mount, Small Garbage Can for Cupboard/Bathroom/Bedroom/RV, White\", \"asin\": \"\", \"price\": \"$30.99\", \"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\": \"2025-04-21T02:20:40.097Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"1\"},\n{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"asin\": \"B08XM1B6ZX\"},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"LANE LINEN 1000 TC Ultra Soft Queen Size Sheets Set,100% Egyptian Cotton Mercerized Fully Elasticized with French Seam on Fitted Hotel Like Thick Luxury Bed Sheets Queen Size- Sea Foam\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Bakeware Set (11 Pieces) - Baking Sheets, Assorted Baking Pans, Cooling Rack, & Storage - Aluminized Steel Body - Non Toxic, PTFE & PFOA Free - Gray\", \"asin\": \"\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Sauce Pan with Lid (1.75 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray\", \"asin\": \"\", \"price\": \"$110.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Wooden Utensil Set - 5 Piece Cooking Utensil Set - Spoon, Server, Scraper, Spatula, & Tongs - Made From FSC-Certified Birch Wood - No Microplastics\", \"asin\": \"\", \"price\": \"$125.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Square Griddle Pan - 11\\u201d Square Pan - Non-Stick Ceramic Coated - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway Non-Stick Ceramic 1 lb Loaf Pan - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - Perfect for Pound Cakes, Breads, & More - Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway 14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Grey\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway Cutting Board - Medium (14 x 10\\u201d) - Double Sided Wood Cutting Board - Made From FSC-Certified Birch Wood - Food-Safe Mineral Oil & Wax Finish\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway 14pc Glass Food Storage Container Set - Easy to Store, Non Toxic Lunch Box - with Glass Lids - Includes Storage Organizer & Dot & Dash Inserts - Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Bakeware Set (11 Pieces) - Baking Sheets, Assorted Baking Pans, Cooling Rack, & Storage - Aluminized Steel Body - Non Toxic, PTFE & PFOA Free - Gray\", \"asin\": \"\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway 2 Quart Whistling Tea Kettle - Durable Stainless Steel Tea Pot - Fast Boiling, Stovetop Agnostic - Non-Toxic, PTFE & PFOA Free - Includes Pot Holder - Gray\", \"asin\": \"\", \"price\": \"$195.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray\", \"asin\": \"\", \"price\": \"$90.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Sauce Pan with Lid (1.75 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray\", \"asin\": \"\", \"price\": \"$110.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Wooden Utensil Set - 5 Piece Cooking Utensil Set - Spoon, Server, Scraper, Spatula, & Tongs - Made From FSC-Certified Birch Wood - No Microplastics\", \"asin\": \"\", \"price\": \"$125.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Non-Stick Ceramic 1 lb Loaf Pan - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - Perfect for Pound Cakes, Breads, & More - Gray\", \"asin\": \"\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Square Griddle Pan - 11\\u201d Square Pan - Non-Stick Ceramic Coated - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway 14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Grey\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Dutch Oven Pot with Lid (6.5 qt, 10.5\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway Wooden Utensil Set - 5 Piece Cooking Utensil Set - Spoon, Server, Scraper, Spatula, & Tongs - Made From FSC-Certified Birch Wood - No Microplastics\", \"asin\": \"\", \"price\": \"$125.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Steamer - Stainless Steel Steamer with Handles - Non Stick, Non Toxic Coating - Steam Veggies, Seafood, and More - Compatible With Our Dutch Oven or Sauce Pan - Small\", \"asin\": \"\", \"price\": \"$55.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Non-Stick Ceramic Baking Sheet Duo - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - 18 x 13\\\" Large & 15 x 10\\\" Medium - Cream\", \"asin\": \"\", \"price\": \"$100.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Bakeware Set (11 Pieces) - Baking Sheets, Assorted Baking Pans, Cooling Rack, & Storage - Aluminized Steel Body - Non Toxic, PTFE & PFOA Free - Cream\", \"asin\": \"\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"\", \"price\": \"$90.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway 2 Quart Whistling Tea Kettle - Durable Stainless Steel Tea Pot - Fast Boiling, Stovetop Agnostic - Non-Toxic, PTFE & PFOA Free - Includes Pot Holder - Gray\", \"asin\": \"\", \"price\": \"$195.00\", \"quantity\": \"\"},\n{\"title\": \"Silicone Cooking Utensils Set - 446\\u00b0F Heat Resistant Silicone Kitchen Utensils for Cooking,Kitchen Utensil Spatula Set w Wooden Handles and Holder, BPA FREE Gadgets for Non-Stick Cookware (Khaki)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway 14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Cream\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Sauce Pan with Lid (1.75 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"simplehuman 35 Liter / 9.3 Gallon Dual Compartment Under Counter Kitchen Cabinet Pull-Out Recycling Bin and Trash Can, Chrome\", \"asin\": \"\", \"price\": \"$79.45\", \"quantity\": \"\"},\n{\"title\": \"Rev-A-Shelf Double Pullout Trash Can for Kitchen Cabinets 35 Qt Garbage Recycling Bin on Full Extension Slides, Black, RV-18KD-18C S\", \"asin\": \"\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"Spaces Tools Pull Out Trash Can Under Cabinet Shelf - Under Sink Trash Can Pull Out Slider for 30\\u201340 Quart Cans Up to 125 lb - Cabinet Trash Can Pull Out Kit w/Garbage Bag Holder - (Can Not Included)\", \"asin\": \"\", \"price\": \"$37.97\", \"quantity\": \"\"},\n{\"title\": \"Rev-A-Shelf Pullout Trash Can for Kitchen Cabinets 35 Qt Garbage Waste Recycling Bin w/Full Extension Slide, Metallic Silver, RV-12KD-17C S\", \"asin\": \"\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"Rev-A-Shelf Steel Bottom Mount Double 35 Quart 8.75 Gallon Waste Bin Trash Container for Under Kitchen Cabinet with Soft Close, Gray, 54WC-1835SC-17-1\", \"asin\": \"\", \"price\": \"$87.99\", \"quantity\": \"\"},\n{\"title\": \"SUPER DEAL Double 35-Quart Pull Out Trash Can Under Cabinets Under Sink Garbage Sliding Waste Bin Container Recycling Bins with Chrome Wire Bottom Mount 44 lbs Load Capacity, Black\", \"asin\": \"\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Rev-A-Shelf Double Trash Can Under Kitchen Cabinets Pullout, 35 Quart 8.75 Gallon with Soft-Close Slides, White, 53WC-1835SCDM-211\", \"asin\": \"\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"VEVOR Pull Out Trash Can, 37 Quart Recycling Bin with Silent Slide, 110 lbs Load Capacity Heavy Duty Garbage Under Mount Kitchen Waste Container for Kitchen Cabinet, Sink\", \"asin\": \"\", \"price\": \"$53.09\", \"quantity\": \"\"},\n{\"title\": \"Rev-A-Shelf Double Pullout Trash Cans for Full Height Kitchen Cabinets 50 Quart 12.5 Gallon with Soft-Close Slides, Metallic Silver, 53WC-2150SCDM-217\", \"asin\": \"\", \"price\": \"$224.99\", \"quantity\": \"\"},\n{\"title\": \"Rubbermaid Kitchen Cabinet Pull-Out Trash Can and Recycling Bin, 20-Gallon, Black, Under Sink Trash/ Recycling, for Home/Kitchen/Bathroom/Office/Garage\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Single Pullout Trash Can for Under Kitchen Cabinets Include Single 35QT Trash Bin Doesn't Include Door Fittings, Bottom-Mount Recycling Bin\", \"asin\": \"\", \"price\": \"$92.99\", \"quantity\": \"\"},\n{\"title\": \"Tanamu Pull Out Trash Can Under Cabinet & Under Sink - Heavy Duty Sliding Adjustable Cabinet Trash Can Organizer, 35qt Roll-Out Kitchen Rack with Chrome Finish (Waste Bin Not Included)\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"YJHome Pull Out Trash Can Under Cabinet with Soft-Close Slides, Garbage Can Not Included, Cabinet Trash Can Pull Out Kit with Door Mounting Kit, Requires Minimum Cabinets Opening 17\\\" W X 24\\\" D\", \"asin\": \"\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"LINSSEN Stainless Steel Hanging Trash Can with Lid and Inner Bucket, 1 Gallon Kitchen Compost Bin for Counter Top, Under Sink or Wall Mount, Small Garbage Can for Cupboard/Bathroom/Bedroom/RV, White\", \"asin\": \"\", \"price\": \"$30.99\", \"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\": \"2025-04-21T02:20:48.777Z\", // 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
2025-04-21T02:20:48.777Z
click
cart_side_bar
rule
train
2,737
2025-04-21T02:20:48.777Z
click
cart_side_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.931Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:09.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:10.779Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:11.399Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:12.925Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:18.501Z", "action": "input", "action_argument": "carawa"} {"timestamp": "2025-04-20T21:54:18.598Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:54:57.470Z", "action": "click_product", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:34.087Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T21:55:52.551Z", "action": "purchase", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:59.164Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-20T21:57:38.883Z", "action": "input", "action_argument": "kitchen trash"} {"timestamp": "2025-04-20T21:57:38.939Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:57:47.719Z", "action": "input", "action_argument": "kitchen trash can"} {"timestamp": "2025-04-20T21:57:49.530Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:05.970Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:09.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:59:52.500Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T22:03:41.408Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T22:03:50.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T22:04:47.612Z", "action": "click_product", "action_argument": "B0DNP3CWG7"} {"timestamp": "2025-04-20T22:05:04.398Z", "action": "click_product", "action_argument": "B000ZIVN9O"} {"timestamp": "2025-04-21T02:00:03.588Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:06:04.621Z", "action": "input", "action_argument": "counter"} {"timestamp": "2025-04-21T02:06:04.681Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:07:37.010Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:39.042Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:42.562Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:45.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:59.291Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:00.357Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:01.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:06.579Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:09.402Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:10.823Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:11.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.132Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:16.746Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:17.392Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:19.457Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:20.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:32.176Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:08:48.182Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:54.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:57.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.225Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.994Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:11.899Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:13.208Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:20.657Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:25.807Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:27.195Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:34.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:36.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:37.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:40.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:41.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:43.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:10:08.250Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:10:27.399Z", "action": "click_product", "action_argument": "/promo/A1U14TP8VU22XM"} {"timestamp": "2025-04-21T02:12:45.616Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:48.610Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:52.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:55.698Z", "action": "purchase", "action_argument": "B0BG38ZL8R"} {"timestamp": "2025-04-21T02:13:11.180Z", "action": "input", "action_argument": "baking pan"} {"timestamp": "2025-04-21T02:13:11.334Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:13:45.328Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:15:21.335Z", "action": "input", "action_argument": "glass stora"} {"timestamp": "2025-04-21T02:15:21.420Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:16:03.898Z", "action": "click_product", "action_argument": "B09QQGY1BW"} {"timestamp": "2025-04-21T02:17:14.376Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:17.540Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:22.261Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:25.440Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:26.159Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.071Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:30.458Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:31.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:34.079Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:19:53.995Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:26.437Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:28.845Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:20:31.104Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:35.384Z", "action": "purchase", "action_argument": "B08XLT1YD8"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-21T02:20:40.097Z", "action": "click", "action_argument": "quantity"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "price": "$395.00", "quantity": "1"}, {"title": "BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite", "asin": "B0BG38ZL8R", "price": "$14.99", "quantity": "1"}, {"asin": "B08XM1B6ZX"}, {"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "promotion_items": [{"title": "LANE LINEN 1000 TC Ultra Soft Queen Size Sheets Set,100% Egyptian Cotton Mercerized Fully Elasticized with French Seam on Fitted Hotel Like Thick Luxury Bed Sheets Queen Size- Sea Foam", "asin": "", "price": "$89.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Bakeware Set (11 Pieces) - Baking Sheets, Assorted Baking Pans, Cooling Rack, & Storage - Aluminized Steel Body - Non Toxic, PTFE & PFOA Free - Gray", "asin": "", "price": "$395.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Sauce Pan with Lid (1.75 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray", "asin": "", "price": "$110.00", "quantity": ""}, {"title": "Caraway Wooden Utensil Set - 5 Piece Cooking Utensil Set - Spoon, Server, Scraper, Spatula, & Tongs - Made From FSC-Certified Birch Wood - No Microplastics", "asin": "", "price": "$125.00", "quantity": ""}, {"title": "Caraway Square Griddle Pan - 11\u201d Square Pan - Non-Stick Ceramic Coated - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops - Gray", "asin": "", "price": "", "quantity": ""}, {"title": "Caraway Non-Stick Ceramic 1 lb Loaf Pan - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - Perfect for Pound Cakes, Breads, & More - Gray", "asin": "", "price": "", "quantity": ""}, {"title": "Caraway 14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Grey", "asin": "", "price": "", "quantity": ""}, {"title": "Caraway Cutting Board - Medium (14 x 10\u201d) - Double Sided Wood Cutting Board - Made From FSC-Certified Birch Wood - Food-Safe Mineral Oil & Wax Finish", "asin": "", "price": "", "quantity": ""}, {"title": "Caraway 14pc Glass Food Storage Container Set - Easy to Store, Non Toxic Lunch Box - with Glass Lids - Includes Storage Organizer & Dot & Dash Inserts - Gray", "asin": "", "price": "", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Bakeware Set (11 Pieces) - Baking Sheets, Assorted Baking Pans, Cooling Rack, & Storage - Aluminized Steel Body - Non Toxic, PTFE & PFOA Free - Gray", "asin": "", "price": "$395.00", "quantity": ""}, {"title": "Caraway 2 Quart Whistling Tea Kettle - Durable Stainless Steel Tea Pot - Fast Boiling, Stovetop Agnostic - Non-Toxic, PTFE & PFOA Free - Includes Pot Holder - Gray", "asin": "", "price": "$195.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray", "asin": "", "price": "$90.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Sauce Pan with Lid (1.75 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray", "asin": "", "price": "$110.00", "quantity": ""}, {"title": "Caraway Wooden Utensil Set - 5 Piece Cooking Utensil Set - Spoon, Server, Scraper, Spatula, & Tongs - Made From FSC-Certified Birch Wood - No Microplastics", "asin": "", "price": "$125.00", "quantity": ""}, {"title": "Caraway Non-Stick Ceramic 1 lb Loaf Pan - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - Perfect for Pound Cakes, Breads, & More - Gray", "asin": "", "price": "$40.00", "quantity": ""}, {"title": "Caraway Square Griddle Pan - 11\u201d Square Pan - Non-Stick Ceramic Coated - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops - Gray", "asin": "", "price": "", "quantity": ""}, {"title": "Caraway 14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Grey", "asin": "", "price": "", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Dutch Oven Pot with Lid (6.5 qt, 10.5\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray", "asin": "", "price": "", "quantity": ""}, {"title": "Caraway Wooden Utensil Set - 5 Piece Cooking Utensil Set - Spoon, Server, Scraper, Spatula, & Tongs - Made From FSC-Certified Birch Wood - No Microplastics", "asin": "", "price": "$125.00", "quantity": ""}, {"title": "Caraway Steamer - Stainless Steel Steamer with Handles - Non Stick, Non Toxic Coating - Steam Veggies, Seafood, and More - Compatible With Our Dutch Oven or Sauce Pan - Small", "asin": "", "price": "$55.00", "quantity": ""}, {"title": "Caraway Non-Stick Ceramic Baking Sheet Duo - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - 18 x 13\" Large & 15 x 10\" Medium - Cream", "asin": "", "price": "$100.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Bakeware Set (11 Pieces) - Baking Sheets, Assorted Baking Pans, Cooling Rack, & Storage - Aluminized Steel Body - Non Toxic, PTFE & PFOA Free - Cream", "asin": "", "price": "$395.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream", "asin": "", "price": "$90.00", "quantity": ""}, {"title": "Caraway 2 Quart Whistling Tea Kettle - Durable Stainless Steel Tea Pot - Fast Boiling, Stovetop Agnostic - Non-Toxic, PTFE & PFOA Free - Includes Pot Holder - Gray", "asin": "", "price": "$195.00", "quantity": ""}, {"title": "Silicone Cooking Utensils Set - 446\u00b0F Heat Resistant Silicone Kitchen Utensils for Cooking,Kitchen Utensil Spatula Set w Wooden Handles and Holder, BPA FREE Gadgets for Non-Stick Cookware (Khaki)", "asin": "", "price": "", "quantity": ""}, {"title": "Caraway 14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Cream", "asin": "", "price": "", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Sauce Pan with Lid (1.75 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray", "asin": "", "price": "", "quantity": ""}, {"title": "simplehuman 35 Liter / 9.3 Gallon Dual Compartment Under Counter Kitchen Cabinet Pull-Out Recycling Bin and Trash Can, Chrome", "asin": "", "price": "$79.45", "quantity": ""}, {"title": "Rev-A-Shelf Double Pullout Trash Can for Kitchen Cabinets 35 Qt Garbage Recycling Bin on Full Extension Slides, Black, RV-18KD-18C S", "asin": "", "price": "$80.00", "quantity": ""}, {"title": "Spaces Tools Pull Out Trash Can Under Cabinet Shelf - Under Sink Trash Can Pull Out Slider for 30\u201340 Quart Cans Up to 125 lb - Cabinet Trash Can Pull Out Kit w/Garbage Bag Holder - (Can Not Included)", "asin": "", "price": "$37.97", "quantity": ""}, {"title": "Rev-A-Shelf Pullout Trash Can for Kitchen Cabinets 35 Qt Garbage Waste Recycling Bin w/Full Extension Slide, Metallic Silver, RV-12KD-17C S", "asin": "", "price": "$65.99", "quantity": ""}, {"title": "Rev-A-Shelf Steel Bottom Mount Double 35 Quart 8.75 Gallon Waste Bin Trash Container for Under Kitchen Cabinet with Soft Close, Gray, 54WC-1835SC-17-1", "asin": "", "price": "$87.99", "quantity": ""}, {"title": "SUPER DEAL Double 35-Quart Pull Out Trash Can Under Cabinets Under Sink Garbage Sliding Waste Bin Container Recycling Bins with Chrome Wire Bottom Mount 44 lbs Load Capacity, Black", "asin": "", "price": "$67.99", "quantity": ""}, {"title": "Rev-A-Shelf Double Trash Can Under Kitchen Cabinets Pullout, 35 Quart 8.75 Gallon with Soft-Close Slides, White, 53WC-1835SCDM-211", "asin": "", "price": "$179.99", "quantity": ""}, {"title": "VEVOR Pull Out Trash Can, 37 Quart Recycling Bin with Silent Slide, 110 lbs Load Capacity Heavy Duty Garbage Under Mount Kitchen Waste Container for Kitchen Cabinet, Sink", "asin": "", "price": "$53.09", "quantity": ""}, {"title": "Rev-A-Shelf Double Pullout Trash Cans for Full Height Kitchen Cabinets 50 Quart 12.5 Gallon with Soft-Close Slides, Metallic Silver, 53WC-2150SCDM-217", "asin": "", "price": "$224.99", "quantity": ""}, {"title": "Rubbermaid Kitchen Cabinet Pull-Out Trash Can and Recycling Bin, 20-Gallon, Black, Under Sink Trash/ Recycling, for Home/Kitchen/Bathroom/Office/Garage", "asin": "", "price": "$99.99", "quantity": ""}, {"title": "Single Pullout Trash Can for Under Kitchen Cabinets Include Single 35QT Trash Bin Doesn't Include Door Fittings, Bottom-Mount Recycling Bin", "asin": "", "price": "$92.99", "quantity": ""}, {"title": "Tanamu Pull Out Trash Can Under Cabinet & Under Sink - Heavy Duty Sliding Adjustable Cabinet Trash Can Organizer, 35qt Roll-Out Kitchen Rack with Chrome Finish (Waste Bin Not Included)", "asin": "", "price": "$29.99", "quantity": ""}, {"title": "YJHome Pull Out Trash Can Under Cabinet with Soft-Close Slides, Garbage Can Not Included, Cabinet Trash Can Pull Out Kit with Door Mounting Kit, Requires Minimum Cabinets Opening 17\" W X 24\" D", "asin": "", "price": "$65.99", "quantity": ""}, {"title": "LINSSEN Stainless Steel Hanging Trash Can with Lid and Inner Bucket, 1 Gallon Kitchen Compost Bin for Counter Top, Under Sink or Wall Mount, Small Garbage Can for Cupboard/Bathroom/Bedroom/RV, White", "asin": "", "price": "$30.99", "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": "2025-04-21T02:20:48.777Z", // 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\": \"2025-04-21T02:20:48.777Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-21T02:20:48.777Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>", "index": 2737, "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\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"1\"},\n{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"asin\": \"B08XM1B6ZX\"},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"LANE LINEN 1000 TC Ultra Soft Queen Size Sheets Set,100% Egyptian Cotton Mercerized Fully Elasticized with French Seam on Fitted Hotel Like Thick Luxury Bed Sheets Queen Size- Sea Foam\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Bakeware Set (11 Pieces) - Baking Sheets, Assorted Baking Pans, Cooling Rack, & Storage - Aluminized Steel Body - Non Toxic, PTFE & PFOA Free - Gray\", \"asin\": \"\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Sauce Pan with Lid (1.75 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray\", \"asin\": \"\", \"price\": \"$110.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Wooden Utensil Set - 5 Piece Cooking Utensil Set - Spoon, Server, Scraper, Spatula, & Tongs - Made From FSC-Certified Birch Wood - No Microplastics\", \"asin\": \"\", \"price\": \"$125.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Square Griddle Pan - 11\\u201d Square Pan - Non-Stick Ceramic Coated - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway Non-Stick Ceramic 1 lb Loaf Pan - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - Perfect for Pound Cakes, Breads, & More - Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway 14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Grey\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway Cutting Board - Medium (14 x 10\\u201d) - Double Sided Wood Cutting Board - Made From FSC-Certified Birch Wood - Food-Safe Mineral Oil & Wax Finish\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway 14pc Glass Food Storage Container Set - Easy to Store, Non Toxic Lunch Box - with Glass Lids - Includes Storage Organizer & Dot & Dash Inserts - Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Bakeware Set (11 Pieces) - Baking Sheets, Assorted Baking Pans, Cooling Rack, & Storage - Aluminized Steel Body - Non Toxic, PTFE & PFOA Free - Gray\", \"asin\": \"\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway 2 Quart Whistling Tea Kettle - Durable Stainless Steel Tea Pot - Fast Boiling, Stovetop Agnostic - Non-Toxic, PTFE & PFOA Free - Includes Pot Holder - Gray\", \"asin\": \"\", \"price\": \"$195.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray\", \"asin\": \"\", \"price\": \"$90.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Sauce Pan with Lid (1.75 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray\", \"asin\": \"\", \"price\": \"$110.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Wooden Utensil Set - 5 Piece Cooking Utensil Set - Spoon, Server, Scraper, Spatula, & Tongs - Made From FSC-Certified Birch Wood - No Microplastics\", \"asin\": \"\", \"price\": \"$125.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Non-Stick Ceramic 1 lb Loaf Pan - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - Perfect for Pound Cakes, Breads, & More - Gray\", \"asin\": \"\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Square Griddle Pan - 11\\u201d Square Pan - Non-Stick Ceramic Coated - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway 14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Grey\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Dutch Oven Pot with Lid (6.5 qt, 10.5\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway Wooden Utensil Set - 5 Piece Cooking Utensil Set - Spoon, Server, Scraper, Spatula, & Tongs - Made From FSC-Certified Birch Wood - No Microplastics\", \"asin\": \"\", \"price\": \"$125.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Steamer - Stainless Steel Steamer with Handles - Non Stick, Non Toxic Coating - Steam Veggies, Seafood, and More - Compatible With Our Dutch Oven or Sauce Pan - Small\", \"asin\": \"\", \"price\": \"$55.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Non-Stick Ceramic Baking Sheet Duo - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - 18 x 13\\\" Large & 15 x 10\\\" Medium - Cream\", \"asin\": \"\", \"price\": \"$100.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Bakeware Set (11 Pieces) - Baking Sheets, Assorted Baking Pans, Cooling Rack, & Storage - Aluminized Steel Body - Non Toxic, PTFE & PFOA Free - Cream\", \"asin\": \"\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"\", \"price\": \"$90.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway 2 Quart Whistling Tea Kettle - Durable Stainless Steel Tea Pot - Fast Boiling, Stovetop Agnostic - Non-Toxic, PTFE & PFOA Free - Includes Pot Holder - Gray\", \"asin\": \"\", \"price\": \"$195.00\", \"quantity\": \"\"},\n{\"title\": \"Silicone Cooking Utensils Set - 446\\u00b0F Heat Resistant Silicone Kitchen Utensils for Cooking,Kitchen Utensil Spatula Set w Wooden Handles and Holder, BPA FREE Gadgets for Non-Stick Cookware (Khaki)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway 14-Piece Kitchen Prep Set - Kitchen Knife Set & Wooden Utensil Set - Made With Premium German Steel Blades & FSC-Certified Birch Wood - Non-Toxic Materials - Includes Organizer - Cream\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Sauce Pan with Lid (1.75 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"simplehuman 35 Liter / 9.3 Gallon Dual Compartment Under Counter Kitchen Cabinet Pull-Out Recycling Bin and Trash Can, Chrome\", \"asin\": \"\", \"price\": \"$79.45\", \"quantity\": \"\"},\n{\"title\": \"Rev-A-Shelf Double Pullout Trash Can for Kitchen Cabinets 35 Qt Garbage Recycling Bin on Full Extension Slides, Black, RV-18KD-18C S\", \"asin\": \"\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"Spaces Tools Pull Out Trash Can Under Cabinet Shelf - Under Sink Trash Can Pull Out Slider for 30\\u201340 Quart Cans Up to 125 lb - Cabinet Trash Can Pull Out Kit w/Garbage Bag Holder - (Can Not Included)\", \"asin\": \"\", \"price\": \"$37.97\", \"quantity\": \"\"},\n{\"title\": \"Rev-A-Shelf Pullout Trash Can for Kitchen Cabinets 35 Qt Garbage Waste Recycling Bin w/Full Extension Slide, Metallic Silver, RV-12KD-17C S\", \"asin\": \"\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"Rev-A-Shelf Steel Bottom Mount Double 35 Quart 8.75 Gallon Waste Bin Trash Container for Under Kitchen Cabinet with Soft Close, Gray, 54WC-1835SC-17-1\", \"asin\": \"\", \"price\": \"$87.99\", \"quantity\": \"\"},\n{\"title\": \"SUPER DEAL Double 35-Quart Pull Out Trash Can Under Cabinets Under Sink Garbage Sliding Waste Bin Container Recycling Bins with Chrome Wire Bottom Mount 44 lbs Load Capacity, Black\", \"asin\": \"\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Rev-A-Shelf Double Trash Can Under Kitchen Cabinets Pullout, 35 Quart 8.75 Gallon with Soft-Close Slides, White, 53WC-1835SCDM-211\", \"asin\": \"\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"VEVOR Pull Out Trash Can, 37 Quart Recycling Bin with Silent Slide, 110 lbs Load Capacity Heavy Duty Garbage Under Mount Kitchen Waste Container for Kitchen Cabinet, Sink\", \"asin\": \"\", \"price\": \"$53.09\", \"quantity\": \"\"},\n{\"title\": \"Rev-A-Shelf Double Pullout Trash Cans for Full Height Kitchen Cabinets 50 Quart 12.5 Gallon with Soft-Close Slides, Metallic Silver, 53WC-2150SCDM-217\", \"asin\": \"\", \"price\": \"$224.99\", \"quantity\": \"\"},\n{\"title\": \"Rubbermaid Kitchen Cabinet Pull-Out Trash Can and Recycling Bin, 20-Gallon, Black, Under Sink Trash/ Recycling, for Home/Kitchen/Bathroom/Office/Garage\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Single Pullout Trash Can for Under Kitchen Cabinets Include Single 35QT Trash Bin Doesn't Include Door Fittings, Bottom-Mount Recycling Bin\", \"asin\": \"\", \"price\": \"$92.99\", \"quantity\": \"\"},\n{\"title\": \"Tanamu Pull Out Trash Can Under Cabinet & Under Sink - Heavy Duty Sliding Adjustable Cabinet Trash Can Organizer, 35qt Roll-Out Kitchen Rack with Chrome Finish (Waste Bin Not Included)\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"YJHome Pull Out Trash Can Under Cabinet with Soft-Close Slides, Garbage Can Not Included, Cabinet Trash Can Pull Out Kit with Door Mounting Kit, Requires Minimum Cabinets Opening 17\\\" W X 24\\\" D\", \"asin\": \"\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"LINSSEN Stainless Steel Hanging Trash Can with Lid and Inner Bucket, 1 Gallon Kitchen Compost Bin for Counter Top, Under Sink or Wall Mount, Small Garbage Can for Cupboard/Bathroom/Bedroom/RV, White\", \"asin\": \"\", \"price\": \"$30.99\", \"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\": \"2025-04-21T02:20:48.777Z\", // 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\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:48.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"1\"},\n{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08XLT1YD8\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\"},\n{\"price\": \"$395.00\"},\n{\"bullet_list\": \"CARAWAY NOW LIVE ON AMAZON: It's official! We have launched our beautifully designed and consciously crafted kitchen cookware sets on Amazon for everyone to enjoy. It's time to step up your pots and pans game and spruce up your kitchen decor! NATURALLY NON-STICK: Our super slick non-stick pots and pans require less oil or butter for cooking and minimal scrubbing for a spotless clean, giving you a healthier and easy at home culinary experience. NON-TOXIC COATING: All Caraway pot and pan sets are free of PTFE, PFOA, PFAS, lead, cadmium and other toxic materials that can leach into your food, making them safe for you, your family, and the environment. SIMPLE CARE: Our cookware ais made for any kitchen and cooktop. Use them on low to medium heat and add a dash of oil or butter for an effortless glide. Our cookware is also oven-safe up to 550\\u00baF. WHAT'S IN THE BOX: Included in this 12-piece cookware set is a 10.5\\\" frying pan, 3 qt. sauce pan with lid, 6.5 qt. dutch oven with lid, 4.5 qt. saut\\u00e9 pan with lid, 4 modular magnetic pan racks and a canvas lid holder with hooks.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"Gray\"}],\n\"promotion_items\": [{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...\", \"asin\": \"B0DPFXJ4T8\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"CAROTE Ceramic Cookware Sets, Pots and Pans Set Non Stick Non Toxic, Induction Cookware, kitchen cookware sets, Pots Set for Healthy Coooking 15PCS, White\", \"asin\": \"0e106941\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE 17 Piece Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Healthy Non Stick RV Cookware, Dishwasher \\uff06 Oven Safe, PFOA Free (White)\", \"asin\": \"B0CJQWPQ2T\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Pots and Pans Set Non Stick, Nonstick Kitchen Cookware Sets, Non Toxic Pots and Pans Set Non Stick, PFAS PFOA & PTFE Free, Detachable Handle Pots and Pans 5 Piece, RV Cookware\", \"asin\": \"/promo/A3HVRPXK4Y82SE\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Bazova Ceramic Nonstick Cookware Set, Healthy,Non Toxic,17-Pieces Pots and Pans Set Removable Handles,Induction RV Kitchen Set,Stain & Scratch-resistant,Dishwasher/Oven Safe,PFAS/PFOA Free,Cream White\", \"asin\": \"c47ac333\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Chef Power Ceramic Nonstick Cookware Set 5 Piece with Detachable Handle, Induction Dishwasher Oven Safe Pans and Pots Set, RV Kicthen Set Removable Handle, Cream White\", \"asin\": \"B0CZNQ99SP\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Bakken 15-Piece Non-Stick Cookware Set with Detachable Handles \\u2013 Granite Stackable Pots and Pans Set, Dishwasher Safe, Oven-Safe, and Compatible Kitchen Essential for All Stoves \\u2013 Cream\", \"asin\": \"4ff25b24\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...\", \"asin\": \"B0DPFXGCR5\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Ceramic Cookware Set 13-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Tools and Pot Protectors, PFAS and PFOA Free\", \"asin\": \"B0BZHG5VQL\", \"price\": \"$67.95\", \"quantity\": \"\"},\n{\"title\": \"Caraway Non-Stick Ceramic Baking Sheet - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - Perfect for Baking, Roasting, and More - Large (18\\\" x 13\\\") - Gray\", \"asin\": \"B0B78FK9RX\", \"price\": \"$55.00\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$79.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Caraway\\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\"},\n{\"title\": \"Caraway\\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - White\", \"asin\": \"B0CGS1J9P6\", \"price\": \"$595.00\"},\n{\"title\": \"CIARRA\\u00a0Non Stick Cookware Set, Ceramic Pots and Pans Set with Lid, Non Toxic Cooking Set, PTFE & PFOA Free, Oven Safe & Compatible with All Stovetops, Blue\", \"asin\": \"B0CJM5Z6MB\", \"price\": \"$222.00\"},\n{\"title\": \"Yatoshi\\u00a0Nonstick Ceramic Cookware Set (7 Piece) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction)\", \"asin\": \"B0B7GT6KVJ\", \"price\": \"$159.99\"},\n{\"title\": \"Caraway\\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray\", \"asin\": \"B0DPGQCF86\", \"price\": \"$595.00\"},\n{\"title\": \"Caraway\\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream\", \"asin\": \"B0DPGMZHDK\", \"price\": \"$595.00\"}]\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\": \"2025-04-21T02:25:20.495Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-21T02:25:20.495Z
click
search
rule
train
2,738
2025-04-21T02:25:20.495Z
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": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.931Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:09.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:10.779Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:11.399Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:12.925Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:18.501Z", "action": "input", "action_argument": "carawa"} {"timestamp": "2025-04-20T21:54:18.598Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:54:57.470Z", "action": "click_product", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:34.087Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T21:55:52.551Z", "action": "purchase", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:59.164Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-20T21:57:38.883Z", "action": "input", "action_argument": "kitchen trash"} {"timestamp": "2025-04-20T21:57:38.939Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:57:47.719Z", "action": "input", "action_argument": "kitchen trash can"} {"timestamp": "2025-04-20T21:57:49.530Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:05.970Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:09.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:59:52.500Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T22:03:41.408Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T22:03:50.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T22:04:47.612Z", "action": "click_product", "action_argument": "B0DNP3CWG7"} {"timestamp": "2025-04-20T22:05:04.398Z", "action": "click_product", "action_argument": "B000ZIVN9O"} {"timestamp": "2025-04-21T02:00:03.588Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:06:04.621Z", "action": "input", "action_argument": "counter"} {"timestamp": "2025-04-21T02:06:04.681Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:07:37.010Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:39.042Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:42.562Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:45.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:59.291Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:00.357Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:01.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:06.579Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:09.402Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:10.823Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:11.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.132Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:16.746Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:17.392Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:19.457Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:20.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:32.176Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:08:48.182Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:54.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:57.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.225Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.994Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:11.899Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:13.208Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:20.657Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:25.807Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:27.195Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:34.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:36.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:37.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:40.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:41.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:43.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:10:08.250Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:10:27.399Z", "action": "click_product", "action_argument": "/promo/A1U14TP8VU22XM"} {"timestamp": "2025-04-21T02:12:45.616Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:48.610Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:52.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:55.698Z", "action": "purchase", "action_argument": "B0BG38ZL8R"} {"timestamp": "2025-04-21T02:13:11.180Z", "action": "input", "action_argument": "baking pan"} {"timestamp": "2025-04-21T02:13:11.334Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:13:45.328Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:15:21.335Z", "action": "input", "action_argument": "glass stora"} {"timestamp": "2025-04-21T02:15:21.420Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:16:03.898Z", "action": "click_product", "action_argument": "B09QQGY1BW"} {"timestamp": "2025-04-21T02:17:14.376Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:17.540Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:22.261Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:25.440Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:26.159Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.071Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:30.458Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:31.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:34.079Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:19:53.995Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:26.437Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:28.845Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:20:31.104Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:35.384Z", "action": "purchase", "action_argument": "B08XLT1YD8"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-21T02:20:40.097Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:48.777Z", "action": "click", "action_argument": "cart_side_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "price": "$395.00", "quantity": "1"}, {"title": "BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite", "asin": "B0BG38ZL8R", "price": "$14.99", "quantity": "1"}, {"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "product_details": [{"asin": "B08XLT1YD8"}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray"}, {"price": "$395.00"}, {"bullet_list": "CARAWAY NOW LIVE ON AMAZON: It's official! We have launched our beautifully designed and consciously crafted kitchen cookware sets on Amazon for everyone to enjoy. It's time to step up your pots and pans game and spruce up your kitchen decor! NATURALLY NON-STICK: Our super slick non-stick pots and pans require less oil or butter for cooking and minimal scrubbing for a spotless clean, giving you a healthier and easy at home culinary experience. NON-TOXIC COATING: All Caraway pot and pan sets are free of PTFE, PFOA, PFAS, lead, cadmium and other toxic materials that can leach into your food, making them safe for you, your family, and the environment. SIMPLE CARE: Our cookware ais made for any kitchen and cooktop. Use them on low to medium heat and add a dash of oil or butter for an effortless glide. Our cookware is also oven-safe up to 550\u00baF. WHAT'S IN THE BOX: Included in this 12-piece cookware set is a 10.5\" frying pan, 3 qt. sauce pan with lid, 6.5 qt. dutch oven with lid, 4.5 qt. saut\u00e9 pan with lid, 4 modular magnetic pan racks and a canvas lid holder with hooks."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Model": "Gray"}], "promotion_items": [{"title": "KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\u00b0F, Pistachio", "asin": "B0CH1SNCPT", "price": "$219.99", "quantity": ""}, {"title": "Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...", "asin": "B0DPFXJ4T8", "price": "$259.90", "quantity": ""}, {"title": "Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White", "asin": "B0CZNQD1SR", "price": "$99.99", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\" 9.5\" 11\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White", "asin": "B0CF44XRS9", "price": "$79.99", "quantity": ""}, {"title": "Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free", "asin": "B0DJ33BRKP", "price": "$119.99", "quantity": ""}, {"title": "CAROTE Ceramic Cookware Sets, Pots and Pans Set Non Stick Non Toxic, Induction Cookware, kitchen cookware sets, Pots Set for Healthy Coooking 15PCS, White", "asin": "0e106941", "price": "$49.99", "quantity": ""}, {"title": "SENSARTE 17 Piece Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Healthy Non Stick RV Cookware, Dishwasher \uff06 Oven Safe, PFOA Free (White)", "asin": "B0CJQWPQ2T", "price": "$79.99", "quantity": ""}, {"title": "Redchef Ceramic Pots and Pans Set Non Stick, Nonstick Kitchen Cookware Sets, Non Toxic Pots and Pans Set Non Stick, PFAS PFOA & PTFE Free, Detachable Handle Pots and Pans 5 Piece, RV Cookware", "asin": "/promo/A3HVRPXK4Y82SE", "price": "$39.99", "quantity": ""}, {"title": "Bazova Ceramic Nonstick Cookware Set, Healthy,Non Toxic,17-Pieces Pots and Pans Set Removable Handles,Induction RV Kitchen Set,Stain & Scratch-resistant,Dishwasher/Oven Safe,PFAS/PFOA Free,Cream White", "asin": "c47ac333", "price": "$49.99", "quantity": ""}, {"title": "Chef Power Ceramic Nonstick Cookware Set 5 Piece with Detachable Handle, Induction Dishwasher Oven Safe Pans and Pots Set, RV Kicthen Set Removable Handle, Cream White", "asin": "B0CZNQ99SP", "price": "$49.99", "quantity": ""}, {"title": "Bakken 15-Piece Non-Stick Cookware Set with Detachable Handles \u2013 Granite Stackable Pots and Pans Set, Dishwasher Safe, Oven-Safe, and Compatible Kitchen Essential for All Stoves \u2013 Cream", "asin": "4ff25b24", "price": "$44.99", "quantity": ""}, {"title": "Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...", "asin": "B0DPFXGCR5", "price": "$259.90", "quantity": ""}, {"title": "Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free", "asin": "B0DJ33BRKP", "price": "$119.99", "quantity": ""}, {"title": "SENSARTE Nonstick Ceramic Cookware Set 13-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Tools and Pot Protectors, PFAS and PFOA Free", "asin": "B0BZHG5VQL", "price": "$67.95", "quantity": ""}, {"title": "Caraway Non-Stick Ceramic Baking Sheet - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - Perfect for Baking, Roasting, and More - Large (18\" x 13\") - Gray", "asin": "B0B78FK9RX", "price": "$55.00", "quantity": ""}, {"title": "KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\u00b0F, Pistachio", "asin": "B0CH1SNCPT", "price": "$219.99", "quantity": ""}, {"title": "Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White", "asin": "B0CZNQD1SR", "price": "$99.99", "quantity": ""}, {"title": "Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\" 9.5\" 11\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White", "asin": "B0CF44XRS9", "price": "$79.99", "quantity": ""}], "comparison_items": [{"title": "Caraway\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "price": "$395.00"}, {"title": "Caraway\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - White", "asin": "B0CGS1J9P6", "price": "$595.00"}, {"title": "CIARRA\u00a0Non Stick Cookware Set, Ceramic Pots and Pans Set with Lid, Non Toxic Cooking Set, PTFE & PFOA Free, Oven Safe & Compatible with All Stovetops, Blue", "asin": "B0CJM5Z6MB", "price": "$222.00"}, {"title": "Yatoshi\u00a0Nonstick Ceramic Cookware Set (7 Piece) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction)", "asin": "B0B7GT6KVJ", "price": "$159.99"}, {"title": "Caraway\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray", "asin": "B0DPGQCF86", "price": "$595.00"}, {"title": "Caraway\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream", "asin": "B0DPGMZHDK", "price": "$595.00"}] <|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": "2025-04-21T02:25:20.495Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-21T02:25:20.495Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-21T02:25:20.495Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2738, "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\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:48.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"1\"},\n{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08XLT1YD8\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\"},\n{\"price\": \"$395.00\"},\n{\"bullet_list\": \"CARAWAY NOW LIVE ON AMAZON: It's official! We have launched our beautifully designed and consciously crafted kitchen cookware sets on Amazon for everyone to enjoy. It's time to step up your pots and pans game and spruce up your kitchen decor! NATURALLY NON-STICK: Our super slick non-stick pots and pans require less oil or butter for cooking and minimal scrubbing for a spotless clean, giving you a healthier and easy at home culinary experience. NON-TOXIC COATING: All Caraway pot and pan sets are free of PTFE, PFOA, PFAS, lead, cadmium and other toxic materials that can leach into your food, making them safe for you, your family, and the environment. SIMPLE CARE: Our cookware ais made for any kitchen and cooktop. Use them on low to medium heat and add a dash of oil or butter for an effortless glide. Our cookware is also oven-safe up to 550\\u00baF. WHAT'S IN THE BOX: Included in this 12-piece cookware set is a 10.5\\\" frying pan, 3 qt. sauce pan with lid, 6.5 qt. dutch oven with lid, 4.5 qt. saut\\u00e9 pan with lid, 4 modular magnetic pan racks and a canvas lid holder with hooks.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"Gray\"}],\n\"promotion_items\": [{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...\", \"asin\": \"B0DPFXJ4T8\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"CAROTE Ceramic Cookware Sets, Pots and Pans Set Non Stick Non Toxic, Induction Cookware, kitchen cookware sets, Pots Set for Healthy Coooking 15PCS, White\", \"asin\": \"0e106941\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE 17 Piece Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Healthy Non Stick RV Cookware, Dishwasher \\uff06 Oven Safe, PFOA Free (White)\", \"asin\": \"B0CJQWPQ2T\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Pots and Pans Set Non Stick, Nonstick Kitchen Cookware Sets, Non Toxic Pots and Pans Set Non Stick, PFAS PFOA & PTFE Free, Detachable Handle Pots and Pans 5 Piece, RV Cookware\", \"asin\": \"/promo/A3HVRPXK4Y82SE\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Bazova Ceramic Nonstick Cookware Set, Healthy,Non Toxic,17-Pieces Pots and Pans Set Removable Handles,Induction RV Kitchen Set,Stain & Scratch-resistant,Dishwasher/Oven Safe,PFAS/PFOA Free,Cream White\", \"asin\": \"c47ac333\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Chef Power Ceramic Nonstick Cookware Set 5 Piece with Detachable Handle, Induction Dishwasher Oven Safe Pans and Pots Set, RV Kicthen Set Removable Handle, Cream White\", \"asin\": \"B0CZNQ99SP\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Bakken 15-Piece Non-Stick Cookware Set with Detachable Handles \\u2013 Granite Stackable Pots and Pans Set, Dishwasher Safe, Oven-Safe, and Compatible Kitchen Essential for All Stoves \\u2013 Cream\", \"asin\": \"4ff25b24\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...\", \"asin\": \"B0DPFXGCR5\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Ceramic Cookware Set 13-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Tools and Pot Protectors, PFAS and PFOA Free\", \"asin\": \"B0BZHG5VQL\", \"price\": \"$67.95\", \"quantity\": \"\"},\n{\"title\": \"Caraway Non-Stick Ceramic Baking Sheet - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - Perfect for Baking, Roasting, and More - Large (18\\\" x 13\\\") - Gray\", \"asin\": \"B0B78FK9RX\", \"price\": \"$55.00\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$79.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Caraway\\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\"},\n{\"title\": \"Caraway\\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - White\", \"asin\": \"B0CGS1J9P6\", \"price\": \"$595.00\"},\n{\"title\": \"CIARRA\\u00a0Non Stick Cookware Set, Ceramic Pots and Pans Set with Lid, Non Toxic Cooking Set, PTFE & PFOA Free, Oven Safe & Compatible with All Stovetops, Blue\", \"asin\": \"B0CJM5Z6MB\", \"price\": \"$222.00\"},\n{\"title\": \"Yatoshi\\u00a0Nonstick Ceramic Cookware Set (7 Piece) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction)\", \"asin\": \"B0B7GT6KVJ\", \"price\": \"$159.99\"},\n{\"title\": \"Caraway\\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray\", \"asin\": \"B0DPGQCF86\", \"price\": \"$595.00\"},\n{\"title\": \"Caraway\\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream\", \"asin\": \"B0DPGMZHDK\", \"price\": \"$595.00\"}]\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\": \"2025-04-21T02:25:20.495Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:48.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:25:20.495Z\", \"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\": \"caraway Cookware & Minis Set\"}],\n\"cart_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"1\"},\n{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08XLT1YD8\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\"},\n{\"price\": \"$395.00\"},\n{\"bullet_list\": \"CARAWAY NOW LIVE ON AMAZON: It's official! We have launched our beautifully designed and consciously crafted kitchen cookware sets on Amazon for everyone to enjoy. It's time to step up your pots and pans game and spruce up your kitchen decor! NATURALLY NON-STICK: Our super slick non-stick pots and pans require less oil or butter for cooking and minimal scrubbing for a spotless clean, giving you a healthier and easy at home culinary experience. NON-TOXIC COATING: All Caraway pot and pan sets are free of PTFE, PFOA, PFAS, lead, cadmium and other toxic materials that can leach into your food, making them safe for you, your family, and the environment. SIMPLE CARE: Our cookware ais made for any kitchen and cooktop. Use them on low to medium heat and add a dash of oil or butter for an effortless glide. Our cookware is also oven-safe up to 550\\u00baF. WHAT'S IN THE BOX: Included in this 12-piece cookware set is a 10.5\\\" frying pan, 3 qt. sauce pan with lid, 6.5 qt. dutch oven with lid, 4.5 qt. saut\\u00e9 pan with lid, 4 modular magnetic pan racks and a canvas lid holder with hooks.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"Gray\"}],\n\"promotion_items\": [{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...\", \"asin\": \"B0DPFXJ4T8\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"CAROTE Ceramic Cookware Sets, Pots and Pans Set Non Stick Non Toxic, Induction Cookware, kitchen cookware sets, Pots Set for Healthy Coooking 15PCS, White\", \"asin\": \"0e106941\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE 17 Piece Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Healthy Non Stick RV Cookware, Dishwasher \\uff06 Oven Safe, PFOA Free (White)\", \"asin\": \"B0CJQWPQ2T\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Pots and Pans Set Non Stick, Nonstick Kitchen Cookware Sets, Non Toxic Pots and Pans Set Non Stick, PFAS PFOA & PTFE Free, Detachable Handle Pots and Pans 5 Piece, RV Cookware\", \"asin\": \"/promo/A3HVRPXK4Y82SE\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Bazova Ceramic Nonstick Cookware Set, Healthy,Non Toxic,17-Pieces Pots and Pans Set Removable Handles,Induction RV Kitchen Set,Stain & Scratch-resistant,Dishwasher/Oven Safe,PFAS/PFOA Free,Cream White\", \"asin\": \"c47ac333\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Chef Power Ceramic Nonstick Cookware Set 5 Piece with Detachable Handle, Induction Dishwasher Oven Safe Pans and Pots Set, RV Kicthen Set Removable Handle, Cream White\", \"asin\": \"B0CZNQ99SP\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Bakken 15-Piece Non-Stick Cookware Set with Detachable Handles \\u2013 Granite Stackable Pots and Pans Set, Dishwasher Safe, Oven-Safe, and Compatible Kitchen Essential for All Stoves \\u2013 Cream\", \"asin\": \"4ff25b24\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...\", \"asin\": \"B0DPFXGCR5\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Ceramic Cookware Set 13-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Tools and Pot Protectors, PFAS and PFOA Free\", \"asin\": \"B0BZHG5VQL\", \"price\": \"$67.95\", \"quantity\": \"\"},\n{\"title\": \"Caraway Non-Stick Ceramic Baking Sheet - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - Perfect for Baking, Roasting, and More - Large (18\\\" x 13\\\") - Gray\", \"asin\": \"B0B78FK9RX\", \"price\": \"$55.00\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$79.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Caraway\\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\"},\n{\"title\": \"Caraway\\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - White\", \"asin\": \"B0CGS1J9P6\", \"price\": \"$595.00\"},\n{\"title\": \"CIARRA\\u00a0Non Stick Cookware Set, Ceramic Pots and Pans Set with Lid, Non Toxic Cooking Set, PTFE & PFOA Free, Oven Safe & Compatible with All Stovetops, Blue\", \"asin\": \"B0CJM5Z6MB\", \"price\": \"$222.00\"},\n{\"title\": \"Yatoshi\\u00a0Nonstick Ceramic Cookware Set (7 Piece) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction)\", \"asin\": \"B0B7GT6KVJ\", \"price\": \"$159.99\"},\n{\"title\": \"Caraway\\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray\", \"asin\": \"B0DPGQCF86\", \"price\": \"$595.00\"},\n{\"title\": \"Caraway\\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream\", \"asin\": \"B0DPGMZHDK\", \"price\": \"$595.00\"}]\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\": \"2025-04-21T02:25:22.536Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-21T02:25:22.536Z
click
search
rule
train
2,739
2025-04-21T02:25:22.536Z
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": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.931Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:09.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:10.779Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:11.399Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:12.925Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:18.501Z", "action": "input", "action_argument": "carawa"} {"timestamp": "2025-04-20T21:54:18.598Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:54:57.470Z", "action": "click_product", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:34.087Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T21:55:52.551Z", "action": "purchase", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:59.164Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-20T21:57:38.883Z", "action": "input", "action_argument": "kitchen trash"} {"timestamp": "2025-04-20T21:57:38.939Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:57:47.719Z", "action": "input", "action_argument": "kitchen trash can"} {"timestamp": "2025-04-20T21:57:49.530Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:05.970Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:09.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:59:52.500Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T22:03:41.408Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T22:03:50.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T22:04:47.612Z", "action": "click_product", "action_argument": "B0DNP3CWG7"} {"timestamp": "2025-04-20T22:05:04.398Z", "action": "click_product", "action_argument": "B000ZIVN9O"} {"timestamp": "2025-04-21T02:00:03.588Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:06:04.621Z", "action": "input", "action_argument": "counter"} {"timestamp": "2025-04-21T02:06:04.681Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:07:37.010Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:39.042Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:42.562Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:45.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:59.291Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:00.357Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:01.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:06.579Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:09.402Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:10.823Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:11.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.132Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:16.746Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:17.392Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:19.457Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:20.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:32.176Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:08:48.182Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:54.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:57.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.225Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.994Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:11.899Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:13.208Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:20.657Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:25.807Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:27.195Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:34.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:36.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:37.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:40.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:41.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:43.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:10:08.250Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:10:27.399Z", "action": "click_product", "action_argument": "/promo/A1U14TP8VU22XM"} {"timestamp": "2025-04-21T02:12:45.616Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:48.610Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:52.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:55.698Z", "action": "purchase", "action_argument": "B0BG38ZL8R"} {"timestamp": "2025-04-21T02:13:11.180Z", "action": "input", "action_argument": "baking pan"} {"timestamp": "2025-04-21T02:13:11.334Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:13:45.328Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:15:21.335Z", "action": "input", "action_argument": "glass stora"} {"timestamp": "2025-04-21T02:15:21.420Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:16:03.898Z", "action": "click_product", "action_argument": "B09QQGY1BW"} {"timestamp": "2025-04-21T02:17:14.376Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:17.540Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:22.261Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:25.440Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:26.159Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.071Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:30.458Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:31.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:34.079Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:19:53.995Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:26.437Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:28.845Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:20:31.104Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:35.384Z", "action": "purchase", "action_argument": "B08XLT1YD8"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-21T02:20:40.097Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:48.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:25:20.495Z", "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": "caraway Cookware & Minis Set"}], "cart_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "price": "$395.00", "quantity": "1"}, {"title": "BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite", "asin": "B0BG38ZL8R", "price": "$14.99", "quantity": "1"}, {"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "product_details": [{"asin": "B08XLT1YD8"}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray"}, {"price": "$395.00"}, {"bullet_list": "CARAWAY NOW LIVE ON AMAZON: It's official! We have launched our beautifully designed and consciously crafted kitchen cookware sets on Amazon for everyone to enjoy. It's time to step up your pots and pans game and spruce up your kitchen decor! NATURALLY NON-STICK: Our super slick non-stick pots and pans require less oil or butter for cooking and minimal scrubbing for a spotless clean, giving you a healthier and easy at home culinary experience. NON-TOXIC COATING: All Caraway pot and pan sets are free of PTFE, PFOA, PFAS, lead, cadmium and other toxic materials that can leach into your food, making them safe for you, your family, and the environment. SIMPLE CARE: Our cookware ais made for any kitchen and cooktop. Use them on low to medium heat and add a dash of oil or butter for an effortless glide. Our cookware is also oven-safe up to 550\u00baF. WHAT'S IN THE BOX: Included in this 12-piece cookware set is a 10.5\" frying pan, 3 qt. sauce pan with lid, 6.5 qt. dutch oven with lid, 4.5 qt. saut\u00e9 pan with lid, 4 modular magnetic pan racks and a canvas lid holder with hooks."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Model": "Gray"}], "promotion_items": [{"title": "KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\u00b0F, Pistachio", "asin": "B0CH1SNCPT", "price": "$219.99", "quantity": ""}, {"title": "Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...", "asin": "B0DPFXJ4T8", "price": "$259.90", "quantity": ""}, {"title": "Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White", "asin": "B0CZNQD1SR", "price": "$99.99", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\" 9.5\" 11\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White", "asin": "B0CF44XRS9", "price": "$79.99", "quantity": ""}, {"title": "Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free", "asin": "B0DJ33BRKP", "price": "$119.99", "quantity": ""}, {"title": "CAROTE Ceramic Cookware Sets, Pots and Pans Set Non Stick Non Toxic, Induction Cookware, kitchen cookware sets, Pots Set for Healthy Coooking 15PCS, White", "asin": "0e106941", "price": "$49.99", "quantity": ""}, {"title": "SENSARTE 17 Piece Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Healthy Non Stick RV Cookware, Dishwasher \uff06 Oven Safe, PFOA Free (White)", "asin": "B0CJQWPQ2T", "price": "$79.99", "quantity": ""}, {"title": "Redchef Ceramic Pots and Pans Set Non Stick, Nonstick Kitchen Cookware Sets, Non Toxic Pots and Pans Set Non Stick, PFAS PFOA & PTFE Free, Detachable Handle Pots and Pans 5 Piece, RV Cookware", "asin": "/promo/A3HVRPXK4Y82SE", "price": "$39.99", "quantity": ""}, {"title": "Bazova Ceramic Nonstick Cookware Set, Healthy,Non Toxic,17-Pieces Pots and Pans Set Removable Handles,Induction RV Kitchen Set,Stain & Scratch-resistant,Dishwasher/Oven Safe,PFAS/PFOA Free,Cream White", "asin": "c47ac333", "price": "$49.99", "quantity": ""}, {"title": "Chef Power Ceramic Nonstick Cookware Set 5 Piece with Detachable Handle, Induction Dishwasher Oven Safe Pans and Pots Set, RV Kicthen Set Removable Handle, Cream White", "asin": "B0CZNQ99SP", "price": "$49.99", "quantity": ""}, {"title": "Bakken 15-Piece Non-Stick Cookware Set with Detachable Handles \u2013 Granite Stackable Pots and Pans Set, Dishwasher Safe, Oven-Safe, and Compatible Kitchen Essential for All Stoves \u2013 Cream", "asin": "4ff25b24", "price": "$44.99", "quantity": ""}, {"title": "Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - 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PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream", "asin": "B0DPGMZHDK", "price": "$595.00"}] <|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": "2025-04-21T02:25:22.536Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-21T02:25:22.536Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-21T02:25:22.536Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2739, "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\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": 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\"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:48.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:25:20.495Z\", \"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\": \"caraway Cookware & Minis Set\"}],\n\"cart_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"1\"},\n{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08XLT1YD8\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\"},\n{\"price\": \"$395.00\"},\n{\"bullet_list\": \"CARAWAY NOW LIVE ON AMAZON: It's official! We have launched our beautifully designed and consciously crafted kitchen cookware sets on Amazon for everyone to enjoy. It's time to step up your pots and pans game and spruce up your kitchen decor! NATURALLY NON-STICK: Our super slick non-stick pots and pans require less oil or butter for cooking and minimal scrubbing for a spotless clean, giving you a healthier and easy at home culinary experience. NON-TOXIC COATING: All Caraway pot and pan sets are free of PTFE, PFOA, PFAS, lead, cadmium and other toxic materials that can leach into your food, making them safe for you, your family, and the environment. SIMPLE CARE: Our cookware ais made for any kitchen and cooktop. Use them on low to medium heat and add a dash of oil or butter for an effortless glide. Our cookware is also oven-safe up to 550\\u00baF. WHAT'S IN THE BOX: Included in this 12-piece cookware set is a 10.5\\\" frying pan, 3 qt. sauce pan with lid, 6.5 qt. dutch oven with lid, 4.5 qt. saut\\u00e9 pan with lid, 4 modular magnetic pan racks and a canvas lid holder with hooks.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"Gray\"}],\n\"promotion_items\": [{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...\", \"asin\": \"B0DPFXJ4T8\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"CAROTE Ceramic Cookware Sets, Pots and Pans Set Non Stick Non Toxic, Induction Cookware, kitchen cookware sets, Pots Set for Healthy Coooking 15PCS, White\", \"asin\": \"0e106941\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE 17 Piece Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Healthy Non Stick RV Cookware, Dishwasher \\uff06 Oven Safe, PFOA Free (White)\", \"asin\": \"B0CJQWPQ2T\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Pots and Pans Set Non Stick, Nonstick Kitchen Cookware Sets, Non Toxic Pots and Pans Set Non Stick, PFAS PFOA & PTFE Free, Detachable Handle Pots and Pans 5 Piece, RV Cookware\", \"asin\": \"/promo/A3HVRPXK4Y82SE\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Bazova Ceramic Nonstick Cookware Set, Healthy,Non Toxic,17-Pieces Pots and Pans Set Removable Handles,Induction RV Kitchen Set,Stain & Scratch-resistant,Dishwasher/Oven Safe,PFAS/PFOA Free,Cream White\", \"asin\": \"c47ac333\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Chef Power Ceramic Nonstick Cookware Set 5 Piece with Detachable Handle, Induction Dishwasher Oven Safe Pans and Pots Set, RV Kicthen Set Removable Handle, Cream White\", \"asin\": \"B0CZNQ99SP\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Bakken 15-Piece Non-Stick Cookware Set with Detachable Handles \\u2013 Granite Stackable Pots and Pans Set, Dishwasher Safe, Oven-Safe, and Compatible Kitchen Essential for All Stoves \\u2013 Cream\", \"asin\": \"4ff25b24\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...\", \"asin\": \"B0DPFXGCR5\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Ceramic Cookware Set 13-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Tools and Pot Protectors, PFAS and PFOA Free\", \"asin\": \"B0BZHG5VQL\", \"price\": \"$67.95\", \"quantity\": \"\"},\n{\"title\": \"Caraway Non-Stick Ceramic Baking Sheet - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - Perfect for Baking, Roasting, and More - Large (18\\\" x 13\\\") - Gray\", \"asin\": \"B0B78FK9RX\", \"price\": \"$55.00\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$79.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Caraway\\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\"},\n{\"title\": \"Caraway\\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - White\", \"asin\": \"B0CGS1J9P6\", \"price\": \"$595.00\"},\n{\"title\": \"CIARRA\\u00a0Non Stick Cookware Set, Ceramic Pots and Pans Set with Lid, Non Toxic Cooking Set, PTFE & PFOA Free, Oven Safe & Compatible with All Stovetops, Blue\", \"asin\": \"B0CJM5Z6MB\", \"price\": \"$222.00\"},\n{\"title\": \"Yatoshi\\u00a0Nonstick Ceramic Cookware Set (7 Piece) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction)\", \"asin\": \"B0B7GT6KVJ\", \"price\": \"$159.99\"},\n{\"title\": \"Caraway\\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray\", \"asin\": \"B0DPGQCF86\", \"price\": \"$595.00\"},\n{\"title\": \"Caraway\\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream\", \"asin\": \"B0DPGMZHDK\", \"price\": \"$595.00\"}]\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\": \"2025-04-21T02:25:22.536Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:48.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:25:20.495Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:22.536Z\", \"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\": \"caraway Cookware & Minis Set\"}],\n\"cart_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"1\"},\n{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream\", \"asin\": \"B0C128VD3B\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Cream\", \"asin\": \"B0CM6X5T66\", \"price\": \"$495.00\", \"quantity\": \"\"},\n{\"title\": \"Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream\", \"asin\": \"B0C128VD3B\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Cream\", \"asin\": \"B0CM6X5T66\", \"price\": \"$495.00\", \"quantity\": \"\"},\n{\"title\": \"Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"GreenPan x Bobby Flay 13 Piece Cookware Pots and Pans Set, Professional Grade Aluminum, PFAS-Free Ceramic Nonstick, Induction Suitable, Stay-Cool Silicone Handle, Dishwasher & Oven Safe, Graphite\", \"asin\": \"B0DDLCSNMG\", \"price\": \"$229.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream.\\\" Rated 4.3 out of 5 stars by 3363 reviews. Not eligible for Prime.\", \"asin\": \"B08XM1B6ZX\"},\n{\"title\": \"Go to detail page for \\\"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Sage.\\\" Rated 4.3 out of 5 stars by 3363 reviews. Not eligible for Prime.\", \"asin\": \"B08XLDWJYV\"},\n{\"title\": \"Go to detail page for \\\"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Navy.\\\" Rated 4.3 out of 5 stars by 3363 reviews. Not eligible for Prime.\", \"asin\": \"B0C1QK1XG1\"}],\n\"search_results\": [{\"title\": \"Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream\", \"asin\": \"B0C128VD3B\", \"price\": \"$200.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream\", \"asin\": \"B0DPGMZHDK\", \"price\": \"$595.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray\", \"asin\": \"B0DPGQCF86\", \"price\": \"$595.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Navy\", \"asin\": \"B0DPGPDWRN\", \"price\": \"$595.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Navy\", \"asin\": \"B0C1QK1XG1\", \"price\": \"$395.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - White\", \"asin\": \"B0DPGPV2XV\", \"price\": \"$865.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Sage\", \"asin\": \"B0DPGQDSG9\", \"price\": \"$595.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Navy\", \"asin\": \"B0C12JBFWX\", \"price\": \"$200.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B0BGYB1WXP\", \"price\": \"$90.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Marigold\", \"asin\": \"B0DPGQKRGX\", \"price\": \"$595.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Titanium Pro Cookware Set (4-Piece) \\u2013 Always Pan & Perfect Pot | Nonstick No-Coat Technology | Tri-Ply Titanium & Stainless Steel | Safe for Oven, Induction & Cooktops up to 750\\u00b0F | Gold\", \"asin\": \"B0DYVDW5YK\", \"price\": \"$499.00\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n{\"title\": \"Always Pan 2.0-10.5\\u201d (2.6 Qt) Nonstick, Toxin-Free Ceramic Cookware | Patented 10-in-1 Aluminum Frying & Saut\\u00e9 Pan | Safe for Oven, Induction & All Cooktops up to 450\\u00b0F | Steam\", \"asin\": \"B0C6SPHV19\", \"price\": \"$125.00\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Mini Bakeware Set \\u2013 Naturally Non-Stick, Non-Toxic Ceramic Coating \\u2013 Compact Baking Pans Set for Small Kitchens & Ovens \\u2013 Includes Baking Sheets, Muffin Pan, Cooling Rack & Storage - Cream\", \"asin\": \"B0DTQBF6P4\", \"price\": \"$145.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Mini Bakeware Set \\u2013 Naturally Non-Stick, Non-Toxic Ceramic Coating \\u2013 Compact Baking Pans Set for Small Kitchens & Ovens \\u2013 Includes Baking Sheets, Muffin Pan, Cooling Rack & Storage - Marigold\", \"asin\": \"B0DTQC48XF\", \"price\": \"$145.00\", \"delivery\": \"FREE delivery May 1 - 5 Or fastest delivery Apr 28 - May 2\"},\n{\"title\": \"Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Perracotta\", \"asin\": \"B0DPGRSBYV\", \"price\": \"$595.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Black\", \"asin\": \"B0DPGQLPTP\", \"price\": \"$865.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Mini Bakeware Set \\u2013 Naturally Non-Stick, Non-Toxic Ceramic Coating \\u2013 Compact Baking Pan Set for Small Kitchens \\u2013 Includes Baking Sheets, Muffin Pan, Cooling Rack & Storage - Perracotta\", \"asin\": \"B0DTQD3DYF\", \"price\": \"$145.00\", \"delivery\": \"FREE delivery Apr 27 - May 1 Or fastest delivery Apr 26 - 29\"},\n{\"title\": \"Mini Bakeware Set \\u2013 Naturally Non-Stick, Non-Toxic Ceramic Coating \\u2013 Compact Baking Pans Set for Small Kitchens & Ovens \\u2013 Includes Baking Sheets, Muffin Pan, Cooling Rack & Storage - Sage\", \"asin\": \"B0DTQB9FQD\", \"price\": \"$145.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Nonstick Ceramic Sauce Pan with Lid (1.75 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B0BGYCJY3R\", \"price\": \"$110.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Stainless Steel Mini Duo - 5-Ply Stainless Steel Fry Pan (8 In) & Stainless Steel Sauce Pan (1.75 Qt) - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free, 2-Piece Set\", \"asin\": \"B0CPJRPZ1K\", \"price\": \"$270.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Mini Bakeware Set \\u2013 Naturally Non-Stick, Non-Toxic Ceramic Coating \\u2013 Compact Baking Pans Set for Small Kitchens & Ovens \\u2013 Includes Baking Sheets, Muffin Pan, Cooling Rack & Storage - Black\", \"asin\": \"B0DTQCLFWS\", \"price\": \"$215.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Cream\", \"asin\": \"B0CM6X5T66\", \"price\": \"$495.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Mini Bakeware Set \\u2013 Naturally Non-Stick, Non-Toxic Ceramic Coating \\u2013 Compact Baking Pans Set for Small Kitchens & Ovens \\u2013 Includes Baking Sheets, Muffin Pan, Cooling Rack & Storage - Navy\", \"asin\": \"B0DTQB62WP\", \"price\": \"$145.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Mini Bakeware Set \\u2013 Naturally Non-Stick, Non-Toxic Ceramic Coating \\u2013 Compact Baking Pans Set for Small Kitchens & Ovens \\u2013 Includes Baking Sheets, Muffin Pan, Cooling Rack & Storage - Gray\", \"asin\": \"B0DTQB7ZK2\", \"price\": \"$145.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Mini Bakeware Set \\u2013 Naturally Non-Stick, Non-Toxic Ceramic Coating \\u2013 Compact Baking Pans Set for Small Kitchens & Ovens \\u2013 Includes Baking Sheets, Muffin Pan, Cooling Rack & Storage - Slate\", \"asin\": \"B0DTQB8N87\", \"price\": \"$145.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Nonstick Ceramic Bakeware Set (11 Pieces) - Baking Sheets, Assorted Baking Pans, Cooling Rack, & Storage - Aluminized Steel Body - Non Toxic, PTFE & PFOA Free - Cream\", \"asin\": \"B09YTND3F2\", \"price\": \"$395.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cookware+ Collection - Specialty Cookware Set - Petite Cooker, Stir Fry Pan, Rondeau, & Stock Pot - 3 Lids & Storage Organizer Included - Sage\", \"asin\": \"B0CZ2HWL3Z\", \"price\": \"$495.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Enameled Cast Iron Braiser - 3.5 qt Braiser Pan - 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Oven Safe - Free From Forever Chemicals - Cream\", \"asin\": \"B0DJRZ181N\", \"price\": \"$235.00\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"x Bobby Flay 13 Piece Cookware Pots and Pans Set, Professional Grade Aluminum, PFAS-Free Ceramic Nonstick, Induction Suitable, Stay-Cool Silicone Handle, Dishwasher & Oven Safe, Graphite\", \"asin\": \"B0DDLCSNMG\", \"price\": \"$229.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Cast Iron Skillet - 10.5\\u201d Enameled Cast Iron Pan With 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Cream\", \"asin\": \"B0DJRZ4WD5\", \"price\": \"$185.00\", \"delivery\": \"FREE delivery Apr 23 - May 30\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T02:25:54.396Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-21T02:25:54.396Z
click_product
B0CH1SNCPT
rule
train
2,740
2025-04-21T02:25:54.396Z
click_product
B0CH1SNCPT
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.931Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:09.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:10.779Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:11.399Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:12.925Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:18.501Z", "action": "input", "action_argument": "carawa"} {"timestamp": "2025-04-20T21:54:18.598Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:54:57.470Z", "action": "click_product", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:34.087Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T21:55:52.551Z", "action": "purchase", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:59.164Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-20T21:57:38.883Z", "action": "input", "action_argument": "kitchen trash"} {"timestamp": "2025-04-20T21:57:38.939Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:57:47.719Z", "action": "input", "action_argument": "kitchen trash can"} {"timestamp": "2025-04-20T21:57:49.530Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:05.970Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:09.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:59:52.500Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T22:03:41.408Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T22:03:50.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T22:04:47.612Z", "action": "click_product", "action_argument": "B0DNP3CWG7"} {"timestamp": "2025-04-20T22:05:04.398Z", "action": "click_product", "action_argument": "B000ZIVN9O"} {"timestamp": "2025-04-21T02:00:03.588Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:06:04.621Z", "action": "input", "action_argument": "counter"} {"timestamp": "2025-04-21T02:06:04.681Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:07:37.010Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:39.042Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:42.562Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:45.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:59.291Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:00.357Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:01.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:06.579Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:09.402Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:10.823Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:11.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.132Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:16.746Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:17.392Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:19.457Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:20.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:32.176Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:08:48.182Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:54.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:57.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.225Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.994Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:11.899Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:13.208Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:20.657Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:25.807Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:27.195Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:34.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:36.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:37.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:40.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:41.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:43.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:10:08.250Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:10:27.399Z", "action": "click_product", "action_argument": "/promo/A1U14TP8VU22XM"} {"timestamp": "2025-04-21T02:12:45.616Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:48.610Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:52.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:55.698Z", "action": "purchase", "action_argument": "B0BG38ZL8R"} {"timestamp": "2025-04-21T02:13:11.180Z", "action": "input", "action_argument": "baking pan"} {"timestamp": "2025-04-21T02:13:11.334Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:13:45.328Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:15:21.335Z", "action": "input", "action_argument": "glass stora"} {"timestamp": "2025-04-21T02:15:21.420Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:16:03.898Z", "action": "click_product", "action_argument": "B09QQGY1BW"} {"timestamp": "2025-04-21T02:17:14.376Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:17.540Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:22.261Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:25.440Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:26.159Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.071Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:30.458Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:31.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:34.079Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:19:53.995Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:26.437Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:28.845Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:20:31.104Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:35.384Z", "action": "purchase", "action_argument": "B08XLT1YD8"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-21T02:20:40.097Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:48.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:25:20.495Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:25:22.536Z", "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": "caraway Cookware & Minis Set"}], "cart_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "price": "$395.00", "quantity": "1"}, {"title": "BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite", "asin": "B0BG38ZL8R", "price": "$14.99", "quantity": "1"}, {"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "promotion_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "quantity": ""}, {"title": "Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream", "asin": "B0C128VD3B", "price": "$200.00", "quantity": ""}, {"title": "KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\u00b0F, Pistachio", "asin": "B0CH1SNCPT", "price": "$219.99", "quantity": ""}, {"title": "Caraway Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Cream", "asin": "B0CM6X5T66", "price": "$495.00", "quantity": ""}, {"title": "Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White", "asin": "B0CZNQD1SR", "price": "$99.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "quantity": ""}, {"title": "Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream", "asin": "B0C128VD3B", "price": "$200.00", "quantity": ""}, {"title": "Caraway Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Cream", "asin": "B0CM6X5T66", "price": "$495.00", "quantity": ""}, {"title": "Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White", "asin": "B0CZNQD1SR", "price": "$99.99", "quantity": ""}, {"title": "GreenPan x Bobby Flay 13 Piece Cookware Pots and Pans Set, Professional Grade Aluminum, PFAS-Free Ceramic Nonstick, Induction Suitable, Stay-Cool Silicone Handle, Dishwasher & Oven Safe, Graphite", "asin": "B0DDLCSNMG", "price": "$229.99", "quantity": ""}], "ads": [{"title": "Go to detail page for \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream.\" Rated 4.3 out of 5 stars by 3363 reviews. Not eligible for Prime.", "asin": "B08XM1B6ZX"}, {"title": "Go to detail page for \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Sage.\" Rated 4.3 out of 5 stars by 3363 reviews. Not eligible for Prime.", "asin": "B08XLDWJYV"}, {"title": "Go to detail page for \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Navy.\" Rated 4.3 out of 5 stars by 3363 reviews. Not eligible for Prime.", "asin": "B0C1QK1XG1"}], "search_results": [{"title": "Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream", "asin": "B0C128VD3B", "price": "$200.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\u00b0F, Pistachio", "asin": "B0CH1SNCPT", "price": "$219.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22"}, {"title": "Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream", "asin": "B0DPGMZHDK", "price": "$595.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray", "asin": "B0DPGQCF86", "price": "$595.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Navy", "asin": "B0DPGPDWRN", "price": "$595.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Navy", "asin": "B0C1QK1XG1", "price": "$395.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - White", "asin": "B0DPGPV2XV", "price": "$865.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Sage", "asin": "B0DPGQDSG9", "price": "$595.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Navy", "asin": "B0C12JBFWX", "price": "$200.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream", "asin": "B0BGYB1WXP", "price": "$90.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Marigold", "asin": "B0DPGQKRGX", "price": "$595.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White", "asin": "B0CZNQD1SR", "price": "$99.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Overnight 7 AM - 11 AM"}, {"title": "Titanium Pro Cookware Set (4-Piece) \u2013 Always Pan & Perfect Pot | Nonstick No-Coat Technology | Tri-Ply Titanium & Stainless Steel | Safe for Oven, Induction & Cooktops up to 750\u00b0F | Gold", "asin": "B0DYVDW5YK", "price": "$499.00", "delivery": "FREE delivery Apr 24 - 28"}, {"title": "Always Pan 2.0-10.5\u201d (2.6 Qt) Nonstick, Toxin-Free Ceramic Cookware | Patented 10-in-1 Aluminum Frying & Saut\u00e9 Pan | Safe for Oven, Induction & All Cooktops up to 450\u00b0F | Steam", "asin": "B0C6SPHV19", "price": "$125.00", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22"}, {"title": "Mini Bakeware Set \u2013 Naturally Non-Stick, Non-Toxic Ceramic Coating \u2013 Compact Baking Pans Set for Small Kitchens & Ovens \u2013 Includes Baking Sheets, Muffin Pan, Cooling Rack & Storage - Cream", "asin": "B0DTQBF6P4", "price": "$145.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Mini Bakeware Set \u2013 Naturally Non-Stick, Non-Toxic Ceramic Coating \u2013 Compact Baking Pans Set for Small Kitchens & Ovens \u2013 Includes Baking Sheets, Muffin Pan, Cooling Rack & Storage - Marigold", "asin": "B0DTQC48XF", "price": "$145.00", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 28 - May 2"}, {"title": "Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Perracotta", "asin": "B0DPGRSBYV", "price": "$595.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Black", "asin": "B0DPGQLPTP", "price": "$865.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Mini Bakeware Set \u2013 Naturally Non-Stick, Non-Toxic Ceramic Coating \u2013 Compact Baking Pan Set for Small Kitchens \u2013 Includes Baking Sheets, Muffin Pan, Cooling Rack & Storage - Perracotta", "asin": "B0DTQD3DYF", "price": "$145.00", "delivery": "FREE delivery Apr 27 - May 1 Or fastest delivery Apr 26 - 29"}, {"title": "Mini Bakeware Set \u2013 Naturally Non-Stick, Non-Toxic Ceramic Coating \u2013 Compact Baking Pans Set for Small Kitchens & Ovens \u2013 Includes Baking Sheets, Muffin Pan, Cooling Rack & Storage - Sage", "asin": "B0DTQB9FQD", "price": "$145.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Nonstick Ceramic Sauce Pan with Lid (1.75 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream", "asin": "B0BGYCJY3R", "price": "$110.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Stainless Steel Mini Duo - 5-Ply Stainless Steel Fry Pan (8 In) & Stainless Steel Sauce Pan (1.75 Qt) - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free, 2-Piece Set", "asin": "B0CPJRPZ1K", "price": "$270.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Mini Bakeware Set \u2013 Naturally Non-Stick, Non-Toxic Ceramic Coating \u2013 Compact Baking Pans Set for Small Kitchens & Ovens \u2013 Includes Baking Sheets, Muffin Pan, Cooling Rack & Storage - Black", "asin": "B0DTQCLFWS", "price": "$215.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Cream", "asin": "B0CM6X5T66", "price": "$495.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Mini Bakeware Set \u2013 Naturally Non-Stick, Non-Toxic Ceramic Coating \u2013 Compact Baking Pans Set for Small Kitchens & Ovens \u2013 Includes Baking Sheets, Muffin Pan, Cooling Rack & Storage - Navy", "asin": "B0DTQB62WP", "price": "$145.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Mini Bakeware Set \u2013 Naturally Non-Stick, Non-Toxic Ceramic Coating \u2013 Compact Baking Pans Set for Small Kitchens & Ovens \u2013 Includes Baking Sheets, Muffin Pan, Cooling Rack & Storage - Gray", "asin": "B0DTQB7ZK2", "price": "$145.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Mini Bakeware Set \u2013 Naturally Non-Stick, Non-Toxic Ceramic Coating \u2013 Compact Baking Pans Set for Small Kitchens & Ovens \u2013 Includes Baking Sheets, Muffin Pan, Cooling Rack & Storage - Slate", "asin": "B0DTQB8N87", "price": "$145.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Nonstick Ceramic Bakeware Set (11 Pieces) - Baking Sheets, Assorted Baking Pans, Cooling Rack, & Storage - Aluminized Steel Body - Non Toxic, PTFE & PFOA Free - Cream", "asin": "B09YTND3F2", "price": "$395.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Cookware+ Collection - Specialty Cookware Set - Petite Cooker, Stir Fry Pan, Rondeau, & Stock Pot - 3 Lids & Storage Organizer Included - Sage", "asin": "B0CZ2HWL3Z", "price": "$495.00", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Enameled Cast Iron Braiser - 3.5 qt Braiser Pan - 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Oven Safe - Free From Forever Chemicals - Cream", "asin": "B0DJRZ181N", "price": "$235.00", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Wed, Apr 23"}, {"title": "x Bobby Flay 13 Piece Cookware Pots and Pans Set, Professional Grade Aluminum, PFAS-Free Ceramic Nonstick, Induction Suitable, Stay-Cool Silicone Handle, Dishwasher & Oven Safe, Graphite", "asin": "B0DDLCSNMG", "price": "$229.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22"}, {"title": "Cast Iron Skillet - 10.5\u201d Enameled Cast Iron Pan With 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Cream", "asin": "B0DJRZ4WD5", "price": "$185.00", "delivery": "FREE delivery Apr 23 - May 30"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-21T02:25:54.396Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-21T02:25:54.396Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CH1SNCPT\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-21T02:25:54.396Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CH1SNCPT\",}</answer>", "index": 2740, "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\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:48.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:25:20.495Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:22.536Z\", \"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\": \"caraway Cookware & Minis Set\"}],\n\"cart_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"1\"},\n{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream\", \"asin\": \"B0C128VD3B\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Cream\", \"asin\": \"B0CM6X5T66\", \"price\": \"$495.00\", \"quantity\": \"\"},\n{\"title\": \"Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream\", \"asin\": \"B0C128VD3B\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Cream\", \"asin\": \"B0CM6X5T66\", \"price\": \"$495.00\", \"quantity\": \"\"},\n{\"title\": \"Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"GreenPan x Bobby Flay 13 Piece Cookware Pots and Pans Set, Professional Grade Aluminum, PFAS-Free Ceramic Nonstick, Induction Suitable, Stay-Cool Silicone Handle, Dishwasher & Oven Safe, Graphite\", \"asin\": \"B0DDLCSNMG\", \"price\": \"$229.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream.\\\" Rated 4.3 out of 5 stars by 3363 reviews. Not eligible for Prime.\", \"asin\": \"B08XM1B6ZX\"},\n{\"title\": \"Go to detail page for \\\"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Sage.\\\" Rated 4.3 out of 5 stars by 3363 reviews. Not eligible for Prime.\", \"asin\": \"B08XLDWJYV\"},\n{\"title\": \"Go to detail page for \\\"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Navy.\\\" Rated 4.3 out of 5 stars by 3363 reviews. Not eligible for Prime.\", \"asin\": \"B0C1QK1XG1\"}],\n\"search_results\": [{\"title\": \"Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream\", \"asin\": \"B0C128VD3B\", \"price\": \"$200.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream\", \"asin\": \"B0DPGMZHDK\", \"price\": \"$595.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray\", \"asin\": \"B0DPGQCF86\", \"price\": \"$595.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Navy\", \"asin\": \"B0DPGPDWRN\", \"price\": \"$595.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Navy\", \"asin\": \"B0C1QK1XG1\", \"price\": \"$395.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - White\", \"asin\": \"B0DPGPV2XV\", \"price\": \"$865.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Sage\", \"asin\": \"B0DPGQDSG9\", \"price\": \"$595.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Navy\", \"asin\": \"B0C12JBFWX\", \"price\": \"$200.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B0BGYB1WXP\", \"price\": \"$90.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Marigold\", \"asin\": \"B0DPGQKRGX\", \"price\": \"$595.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Titanium Pro Cookware Set (4-Piece) \\u2013 Always Pan & Perfect Pot | Nonstick No-Coat Technology | Tri-Ply Titanium & Stainless Steel | Safe for Oven, Induction & Cooktops up to 750\\u00b0F | Gold\", \"asin\": \"B0DYVDW5YK\", \"price\": \"$499.00\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n{\"title\": \"Always Pan 2.0-10.5\\u201d (2.6 Qt) Nonstick, Toxin-Free Ceramic Cookware | Patented 10-in-1 Aluminum Frying & Saut\\u00e9 Pan | Safe for Oven, Induction & All Cooktops up to 450\\u00b0F | Steam\", \"asin\": \"B0C6SPHV19\", \"price\": \"$125.00\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Mini Bakeware Set \\u2013 Naturally Non-Stick, Non-Toxic Ceramic Coating \\u2013 Compact Baking Pans Set for Small Kitchens & Ovens \\u2013 Includes Baking Sheets, Muffin Pan, Cooling Rack & Storage - Cream\", \"asin\": \"B0DTQBF6P4\", \"price\": \"$145.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Mini Bakeware Set \\u2013 Naturally Non-Stick, Non-Toxic Ceramic Coating \\u2013 Compact Baking Pans Set for Small Kitchens & Ovens \\u2013 Includes Baking Sheets, Muffin Pan, Cooling Rack & Storage - Marigold\", \"asin\": \"B0DTQC48XF\", \"price\": \"$145.00\", \"delivery\": \"FREE delivery May 1 - 5 Or fastest delivery Apr 28 - May 2\"},\n{\"title\": \"Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Perracotta\", \"asin\": \"B0DPGRSBYV\", \"price\": \"$595.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Black\", \"asin\": \"B0DPGQLPTP\", \"price\": \"$865.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Mini Bakeware Set \\u2013 Naturally Non-Stick, Non-Toxic Ceramic Coating \\u2013 Compact Baking Pan Set for Small Kitchens \\u2013 Includes Baking Sheets, Muffin Pan, Cooling Rack & Storage - Perracotta\", \"asin\": \"B0DTQD3DYF\", \"price\": \"$145.00\", \"delivery\": \"FREE delivery Apr 27 - May 1 Or fastest delivery Apr 26 - 29\"},\n{\"title\": \"Mini Bakeware Set \\u2013 Naturally Non-Stick, Non-Toxic Ceramic Coating \\u2013 Compact Baking Pans Set for Small Kitchens & Ovens \\u2013 Includes Baking Sheets, Muffin Pan, Cooling Rack & Storage - Sage\", \"asin\": \"B0DTQB9FQD\", \"price\": \"$145.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Nonstick Ceramic Sauce Pan with Lid (1.75 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B0BGYCJY3R\", \"price\": \"$110.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Stainless Steel Mini Duo - 5-Ply Stainless Steel Fry Pan (8 In) & Stainless Steel Sauce Pan (1.75 Qt) - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free, 2-Piece Set\", \"asin\": \"B0CPJRPZ1K\", \"price\": \"$270.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Mini Bakeware Set \\u2013 Naturally Non-Stick, Non-Toxic Ceramic Coating \\u2013 Compact Baking Pans Set for Small Kitchens & Ovens \\u2013 Includes Baking Sheets, Muffin Pan, Cooling Rack & Storage - Black\", \"asin\": \"B0DTQCLFWS\", \"price\": \"$215.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Cream\", \"asin\": \"B0CM6X5T66\", \"price\": \"$495.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Mini Bakeware Set \\u2013 Naturally Non-Stick, Non-Toxic Ceramic Coating \\u2013 Compact Baking Pans Set for Small Kitchens & Ovens \\u2013 Includes Baking Sheets, Muffin Pan, Cooling Rack & Storage - Navy\", \"asin\": \"B0DTQB62WP\", \"price\": \"$145.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Mini Bakeware Set \\u2013 Naturally Non-Stick, Non-Toxic Ceramic Coating \\u2013 Compact Baking Pans Set for Small Kitchens & Ovens \\u2013 Includes Baking Sheets, Muffin Pan, Cooling Rack & Storage - Gray\", \"asin\": \"B0DTQB7ZK2\", \"price\": \"$145.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Mini Bakeware Set \\u2013 Naturally Non-Stick, Non-Toxic Ceramic Coating \\u2013 Compact Baking Pans Set for Small Kitchens & Ovens \\u2013 Includes Baking Sheets, Muffin Pan, Cooling Rack & Storage - Slate\", \"asin\": \"B0DTQB8N87\", \"price\": \"$145.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Nonstick Ceramic Bakeware Set (11 Pieces) - Baking Sheets, Assorted Baking Pans, Cooling Rack, & Storage - Aluminized Steel Body - Non Toxic, PTFE & PFOA Free - Cream\", \"asin\": \"B09YTND3F2\", \"price\": \"$395.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Cookware+ Collection - Specialty Cookware Set - Petite Cooker, Stir Fry Pan, Rondeau, & Stock Pot - 3 Lids & Storage Organizer Included - Sage\", \"asin\": \"B0CZ2HWL3Z\", \"price\": \"$495.00\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Enameled Cast Iron Braiser - 3.5 qt Braiser Pan - 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Oven Safe - Free From Forever Chemicals - Cream\", \"asin\": \"B0DJRZ181N\", \"price\": \"$235.00\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"x Bobby Flay 13 Piece Cookware Pots and Pans Set, Professional Grade Aluminum, PFAS-Free Ceramic Nonstick, Induction Suitable, Stay-Cool Silicone Handle, Dishwasher & Oven Safe, Graphite\", \"asin\": \"B0DDLCSNMG\", \"price\": \"$229.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Cast Iron Skillet - 10.5\\u201d Enameled Cast Iron Pan With 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Cream\", \"asin\": \"B0DJRZ4WD5\", \"price\": \"$185.00\", \"delivery\": \"FREE delivery Apr 23 - May 30\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T02:25:54.396Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:48.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:25:20.495Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:22.536Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:54.396Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"caraway Cookware & Minis Set\"}],\n\"cart_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"1\"},\n{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CH1SNCPT\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\"},\n{\"price\": \"$219.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium for safe, consistent food release and fast, easy cleanup ( Manufacturing process does not involve adding to the product any of these substances which may otherwise be present in the environment) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Blue Velvet hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF).\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Pistachio\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Saut\\u00e9 Pan with Lid (4.5 qt, 11.8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Sage\", \"asin\": \"B09SS4KY7D\", \"price\": \"$145.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Cookware+ Collection - Specialty Cookware Set - Petite Cooker, Stir Fry Pan, Rondeau, & Stock Pot - 3 Lids & Storage Organizer Included - Sage\", \"asin\": \"B0CZ2HWL3Z\", \"price\": \"$495.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Frying Pan (2.7 qt, 10.5\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B09SRY5HYM\", \"price\": \"$93.25\", \"quantity\": \"\"},\n{\"title\": \"Anolon Achieve Hard Anodized Nonstick Cookware Pots and Pans Set, 9 Piece - Teal\", \"asin\": \"B0C1L4JQH3\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream\", \"asin\": \"B0C128VD3B\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Sage\", \"asin\": \"B0CM6XS38N\", \"price\": \"$495.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"GreenPan x Bobby Flay 13 Piece Cookware Pots and Pans Set, Professional Grade Aluminum, PFAS-Free Ceramic Nonstick, Induction Suitable, Stay-Cool Silicone Handle, Dishwasher & Oven Safe, Graphite\", \"asin\": \"B0DDLCSNMG\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Sage\", \"asin\": \"B08XLDWJYV\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Cookware+ Collection - Specialty Cookware Set - Petite Cooker, Stir Fry Pan, Rondeau, & Stock Pot - 3 Lids & Storage Organizer Included - Cream\", \"asin\": \"B0CZ2KSQQY\", \"price\": \"$495.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Sauce Pan with Lid (1.75 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Marigold\", \"asin\": \"B0BGYD1L2X\", \"price\": \"$110.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream\", \"asin\": \"B0C128VD3B\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Frying Pan (2.7 qt, 10.5\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B09SRY5HYM\", \"price\": \"$93.25\", \"quantity\": \"\"},\n{\"title\": \"Our Place Titanium Pro Cookware Set (4-Piece) \\u2013 Always Pan & Perfect Pot | Nonstick No-Coat Technology | Tri-Ply Titanium & Stainless Steel | Safe for Oven, Induction & Cooktops up to 750\\u00b0F | Gold\", \"asin\": \"B0DYVDW5YK\", \"price\": \"$499.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Navy\", \"asin\": \"B0CM6ZGBDS\", \"price\": \"$495.00\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\"},\n{\"title\": \"T-Fal\\u00a0T-fal Advanced Nonstick Cookware Set 12 Piece, Oven Broiler Safe 350F, Kitchen Cooking Set W/Fry Pans, Saucepans, Deep Saute, Dutch Oven & Kitchen Utensils, Pots and Pans, Dishwasher Safe, Black\", \"asin\": \"B076682L7W\", \"price\": \"$92.11\"},\n{\"title\": \"T-Fal\\u00a0T-fal Initiatives Nonstick Cookware Set 18 Piece, Oven Broiler Safe 350F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Dutch Oven, Griddle, Pots and Pans, Home, Dishwasher Safe, Red\", \"asin\": \"B0084002LK\", \"price\": \"$110.00\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"Rachael Ray\\u00a0Cucina Nonstick Cookware Pots and Pans Set, 12 Piece, Agave Blue\", \"asin\": \"B00JYHNNYK\", \"price\": \"$159.99\"}]\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\": \"2025-04-21T02:26:04.767Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-21T02:26:04.767Z
click
product_option
rule
train
2,741
2025-04-21T02:26:04.767Z
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": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.931Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:09.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:10.779Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:11.399Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:12.925Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:18.501Z", "action": "input", "action_argument": "carawa"} {"timestamp": "2025-04-20T21:54:18.598Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:54:57.470Z", "action": "click_product", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:34.087Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T21:55:52.551Z", "action": "purchase", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:59.164Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-20T21:57:38.883Z", "action": "input", "action_argument": "kitchen trash"} {"timestamp": "2025-04-20T21:57:38.939Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:57:47.719Z", "action": "input", "action_argument": "kitchen trash can"} {"timestamp": "2025-04-20T21:57:49.530Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:05.970Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:09.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:59:52.500Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T22:03:41.408Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T22:03:50.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T22:04:47.612Z", "action": "click_product", "action_argument": "B0DNP3CWG7"} {"timestamp": "2025-04-20T22:05:04.398Z", "action": "click_product", "action_argument": "B000ZIVN9O"} {"timestamp": "2025-04-21T02:00:03.588Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:06:04.621Z", "action": "input", "action_argument": "counter"} {"timestamp": "2025-04-21T02:06:04.681Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:07:37.010Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:39.042Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:42.562Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:45.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:59.291Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:00.357Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:01.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:06.579Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:09.402Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:10.823Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:11.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.132Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:16.746Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:17.392Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:19.457Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:20.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:32.176Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:08:48.182Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:54.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:57.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.225Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.994Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:11.899Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:13.208Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:20.657Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:25.807Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:27.195Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:34.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:36.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:37.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:40.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:41.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:43.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:10:08.250Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:10:27.399Z", "action": "click_product", "action_argument": "/promo/A1U14TP8VU22XM"} {"timestamp": "2025-04-21T02:12:45.616Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:48.610Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:52.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:55.698Z", "action": "purchase", "action_argument": "B0BG38ZL8R"} {"timestamp": "2025-04-21T02:13:11.180Z", "action": "input", "action_argument": "baking pan"} {"timestamp": "2025-04-21T02:13:11.334Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:13:45.328Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:15:21.335Z", "action": "input", "action_argument": "glass stora"} {"timestamp": "2025-04-21T02:15:21.420Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:16:03.898Z", "action": "click_product", "action_argument": "B09QQGY1BW"} {"timestamp": "2025-04-21T02:17:14.376Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:17.540Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:22.261Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:25.440Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:26.159Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.071Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:30.458Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:31.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:34.079Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:19:53.995Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:26.437Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:28.845Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:20:31.104Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:35.384Z", "action": "purchase", "action_argument": "B08XLT1YD8"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-21T02:20:40.097Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:48.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:25:20.495Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:25:22.536Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:25:54.396Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "caraway Cookware & Minis Set"}], "cart_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "price": "$395.00", "quantity": "1"}, {"title": "BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite", "asin": "B0BG38ZL8R", "price": "$14.99", "quantity": "1"}, {"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "product_details": [{"asin": "B0CH1SNCPT"}, {"title": "KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\u00b0F, Pistachio"}, {"price": "$219.99"}, {"bullet_list": "TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium for safe, consistent food release and fast, easy cleanup ( Manufacturing process does not involve adding to the product any of these substances which may otherwise be present in the environment) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Blue Velvet hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\u00baF)."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Pistachio"}, {"Size": "10 Piece"}], "promotion_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Saut\u00e9 Pan with Lid (4.5 qt, 11.8\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Sage", "asin": "B09SS4KY7D", "price": "$145.00", "quantity": ""}, {"title": "Caraway Cookware+ Collection - Specialty Cookware Set - Petite Cooker, Stir Fry Pan, Rondeau, & Stock Pot - 3 Lids & Storage Organizer Included - Sage", "asin": "B0CZ2HWL3Z", "price": "$495.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Frying Pan (2.7 qt, 10.5\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream", "asin": "B09SRY5HYM", "price": "$93.25", "quantity": ""}, {"title": "Anolon Achieve Hard Anodized Nonstick Cookware Pots and Pans Set, 9 Piece - Teal", "asin": "B0C1L4JQH3", "price": "$229.99", "quantity": ""}, {"title": "Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream", "asin": "B0C128VD3B", "price": "$200.00", "quantity": ""}, {"title": "Caraway Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Sage", "asin": "B0CM6XS38N", "price": "$495.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "price": "$395.00", "quantity": ""}, {"title": "Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White", "asin": "B0CZNQD1SR", "price": "$99.99", "quantity": ""}, {"title": "Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\" 9.5\" 11\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White", "asin": "B0CF44XRS9", "price": "$79.99", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.98", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free", "asin": "B0DJ33BRKP", "price": "$119.99", "quantity": ""}, {"title": "GreenPan x Bobby Flay 13 Piece Cookware Pots and Pans Set, Professional Grade Aluminum, PFAS-Free Ceramic Nonstick, Induction Suitable, Stay-Cool Silicone Handle, Dishwasher & Oven Safe, Graphite", "asin": "B0DDLCSNMG", "price": "$229.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Sage", "asin": "B08XLDWJYV", "price": "$395.00", "quantity": ""}, {"title": "Caraway Cookware+ Collection - Specialty Cookware Set - Petite Cooker, Stir Fry Pan, Rondeau, & Stock Pot - 3 Lids & Storage Organizer Included - Cream", "asin": "B0CZ2KSQQY", "price": "$495.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Sauce Pan with Lid (1.75 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Marigold", "asin": "B0BGYD1L2X", "price": "$110.00", "quantity": ""}, {"title": "Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream", "asin": "B0C128VD3B", "price": "$200.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Frying Pan (2.7 qt, 10.5\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream", "asin": "B09SRY5HYM", "price": "$93.25", "quantity": ""}, {"title": "Our Place Titanium Pro Cookware Set (4-Piece) \u2013 Always Pan & Perfect Pot | Nonstick No-Coat Technology | Tri-Ply Titanium & Stainless Steel | Safe for Oven, Induction & Cooktops up to 750\u00b0F | Gold", "asin": "B0DYVDW5YK", "price": "$499.00", "quantity": ""}, {"title": "Caraway Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Navy", "asin": "B0CM6ZGBDS", "price": "$495.00", "quantity": ""}], "comparison_items": [{"title": "KitchenAid\u00a0Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\u00b0F, Pistachio", "asin": "B0CH1SNCPT", "price": "$219.99"}, {"title": "T-Fal\u00a0T-fal Advanced Nonstick Cookware Set 12 Piece, Oven Broiler Safe 350F, Kitchen Cooking Set W/Fry Pans, Saucepans, Deep Saute, Dutch Oven & Kitchen Utensils, Pots and Pans, Dishwasher Safe, Black", "asin": "B076682L7W", "price": "$92.11"}, {"title": "T-Fal\u00a0T-fal Initiatives Nonstick Cookware Set 18 Piece, Oven Broiler Safe 350F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Dutch Oven, Griddle, Pots and Pans, Home, Dishwasher Safe, Red", "asin": "B0084002LK", "price": "$110.00"}, {"title": "Calphalon\u00a0\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99"}, {"title": "KitchenAid\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99"}, {"title": "Rachael Ray\u00a0Cucina Nonstick Cookware Pots and Pans Set, 12 Piece, Agave Blue", "asin": "B00JYHNNYK", "price": "$159.99"}] <|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": "2025-04-21T02:26:04.767Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-21T02:26:04.767Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-21T02:26:04.767Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2741, "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\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:48.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:25:20.495Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:22.536Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:54.396Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"caraway Cookware & Minis Set\"}],\n\"cart_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"1\"},\n{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CH1SNCPT\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\"},\n{\"price\": \"$219.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium for safe, consistent food release and fast, easy cleanup ( Manufacturing process does not involve adding to the product any of these substances which may otherwise be present in the environment) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Blue Velvet hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF).\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Pistachio\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Saut\\u00e9 Pan with Lid (4.5 qt, 11.8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Sage\", \"asin\": \"B09SS4KY7D\", \"price\": \"$145.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Cookware+ Collection - Specialty Cookware Set - Petite Cooker, Stir Fry Pan, Rondeau, & Stock Pot - 3 Lids & Storage Organizer Included - Sage\", \"asin\": \"B0CZ2HWL3Z\", \"price\": \"$495.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Frying Pan (2.7 qt, 10.5\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B09SRY5HYM\", \"price\": \"$93.25\", \"quantity\": \"\"},\n{\"title\": \"Anolon Achieve Hard Anodized Nonstick Cookware Pots and Pans Set, 9 Piece - Teal\", \"asin\": \"B0C1L4JQH3\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream\", \"asin\": \"B0C128VD3B\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Sage\", \"asin\": \"B0CM6XS38N\", \"price\": \"$495.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.98\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"GreenPan x Bobby Flay 13 Piece Cookware Pots and Pans Set, Professional Grade Aluminum, PFAS-Free Ceramic Nonstick, Induction Suitable, Stay-Cool Silicone Handle, Dishwasher & Oven Safe, Graphite\", \"asin\": \"B0DDLCSNMG\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Sage\", \"asin\": \"B08XLDWJYV\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Cookware+ Collection - Specialty Cookware Set - Petite Cooker, Stir Fry Pan, Rondeau, & Stock Pot - 3 Lids & Storage Organizer Included - Cream\", \"asin\": \"B0CZ2KSQQY\", \"price\": \"$495.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Sauce Pan with Lid (1.75 qt) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Marigold\", \"asin\": \"B0BGYD1L2X\", \"price\": \"$110.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream\", \"asin\": \"B0C128VD3B\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Frying Pan (2.7 qt, 10.5\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream\", \"asin\": \"B09SRY5HYM\", \"price\": \"$93.25\", \"quantity\": \"\"},\n{\"title\": \"Our Place Titanium Pro Cookware Set (4-Piece) \\u2013 Always Pan & Perfect Pot | Nonstick No-Coat Technology | Tri-Ply Titanium & Stainless Steel | Safe for Oven, Induction & Cooktops up to 750\\u00b0F | Gold\", \"asin\": \"B0DYVDW5YK\", \"price\": \"$499.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Navy\", \"asin\": \"B0CM6ZGBDS\", \"price\": \"$495.00\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\"},\n{\"title\": \"T-Fal\\u00a0T-fal Advanced Nonstick Cookware Set 12 Piece, Oven Broiler Safe 350F, Kitchen Cooking Set W/Fry Pans, Saucepans, Deep Saute, Dutch Oven & Kitchen Utensils, Pots and Pans, Dishwasher Safe, Black\", \"asin\": \"B076682L7W\", \"price\": \"$92.11\"},\n{\"title\": \"T-Fal\\u00a0T-fal Initiatives Nonstick Cookware Set 18 Piece, Oven Broiler Safe 350F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Dutch Oven, Griddle, Pots and Pans, Home, Dishwasher Safe, Red\", \"asin\": \"B0084002LK\", \"price\": \"$110.00\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"Rachael Ray\\u00a0Cucina Nonstick Cookware Pots and Pans Set, 12 Piece, Agave Blue\", \"asin\": \"B00JYHNNYK\", \"price\": \"$159.99\"}]\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\": \"2025-04-21T02:26:04.767Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:48.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:25:20.495Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:22.536Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:54.396Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-21T02:26:04.767Z\", \"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\": \"caraway Cookware & Minis Set\"}],\n\"cart_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"1\"},\n{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream\", \"asin\": \"B0C128VD3B\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...\", \"asin\": \"B0DPFXGCR5\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Lockton Premium Nonstick PFA Free Ceramic Interior 10 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Linen White w/Gold Handle\", \"asin\": \"B0BNJXV9WH\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready\", \"asin\": \"B0CV9BR352\", \"price\": \"$365.68\", \"quantity\": \"\"},\n{\"title\": \"Caraway Non-Stick Ceramic Baking Sheet - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - Perfect for Baking, Roasting, and More - Large (18\\\" x 13\\\") - Cream\", \"asin\": \"B0B78DWPLJ\", \"price\": \"$55.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Stainless Steel Cookware/Pots and Pans Set, 10 Piece, Brushed Stainless Steel\", \"asin\": \"B0B3PYMYF6\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid 3-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Short Turner, 12 inches, Aqua\", \"asin\": \"B07KZP5G3W\", \"price\": \"$15.00\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Induction Nonstick Frying Pan Set With Lid, 3-Piece \\u2013 8 & 10 Inch Skillets, Durable, Even Heating, Dishwasher & Oven Safe, Easy-Clean, Matte Black\", \"asin\": \"B099PWWL9T\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid 84845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid 4 Slice Toaster, KMT4109PT, Pistachio\", \"asin\": \"B0DB4NHPBT\", \"price\": \"$159.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-21T02:26:19.344Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-21T02:26:19.344Z
click
review
rule
train
2,742
2025-04-21T02:26:19.344Z
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": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.931Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:09.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:10.779Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:11.399Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:12.925Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:18.501Z", "action": "input", "action_argument": "carawa"} {"timestamp": "2025-04-20T21:54:18.598Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:54:57.470Z", "action": "click_product", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:34.087Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T21:55:52.551Z", "action": "purchase", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:59.164Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-20T21:57:38.883Z", "action": "input", "action_argument": "kitchen trash"} {"timestamp": "2025-04-20T21:57:38.939Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:57:47.719Z", "action": "input", "action_argument": "kitchen trash can"} {"timestamp": "2025-04-20T21:57:49.530Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:05.970Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:09.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:59:52.500Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T22:03:41.408Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T22:03:50.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T22:04:47.612Z", "action": "click_product", "action_argument": "B0DNP3CWG7"} {"timestamp": "2025-04-20T22:05:04.398Z", "action": "click_product", "action_argument": "B000ZIVN9O"} {"timestamp": "2025-04-21T02:00:03.588Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:06:04.621Z", "action": "input", "action_argument": "counter"} {"timestamp": "2025-04-21T02:06:04.681Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:07:37.010Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:39.042Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:42.562Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:45.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:59.291Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:00.357Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:01.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:06.579Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:09.402Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:10.823Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:11.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.132Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:16.746Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:17.392Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:19.457Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:20.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:32.176Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:08:48.182Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:54.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:57.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.225Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.994Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:11.899Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:13.208Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:20.657Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:25.807Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:27.195Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:34.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:36.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:37.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:40.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:41.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:43.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:10:08.250Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:10:27.399Z", "action": "click_product", "action_argument": "/promo/A1U14TP8VU22XM"} {"timestamp": "2025-04-21T02:12:45.616Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:48.610Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:52.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:55.698Z", "action": "purchase", "action_argument": "B0BG38ZL8R"} {"timestamp": "2025-04-21T02:13:11.180Z", "action": "input", "action_argument": "baking pan"} {"timestamp": "2025-04-21T02:13:11.334Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:13:45.328Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:15:21.335Z", "action": "input", "action_argument": "glass stora"} {"timestamp": "2025-04-21T02:15:21.420Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:16:03.898Z", "action": "click_product", "action_argument": "B09QQGY1BW"} {"timestamp": "2025-04-21T02:17:14.376Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:17.540Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:22.261Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:25.440Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:26.159Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.071Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:30.458Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:31.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:34.079Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:19:53.995Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:26.437Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:28.845Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:20:31.104Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:35.384Z", "action": "purchase", "action_argument": "B08XLT1YD8"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-21T02:20:40.097Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:48.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:25:20.495Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:25:22.536Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:25:54.396Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-21T02:26:04.767Z", "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": "caraway Cookware & Minis Set"}], "cart_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "price": "$395.00", "quantity": "1"}, {"title": "BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite", "asin": "B0BG38ZL8R", "price": "$14.99", "quantity": "1"}, {"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "product_details": [{"asin": "B0DM6ZLKF8"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White"}, {"price": "$229.99"}, {"bullet_list": "TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty"}], "product_options": [{"Color": "White"}, {"Size": "10 Piece"}], "promotion_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "price": "$395.00", "quantity": ""}, {"title": "Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream", "asin": "B0C128VD3B", "price": "$200.00", "quantity": ""}, {"title": "Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...", "asin": "B0DPFXGCR5", "price": "$259.90", "quantity": ""}, {"title": "Martha Stewart Lockton Premium Nonstick PFA Free Ceramic Interior 10 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Linen White w/Gold Handle", "asin": "B0BNJXV9WH", "price": "$179.99", "quantity": ""}, {"title": "Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready", "asin": "B0CV9BR352", "price": "$365.68", "quantity": ""}, {"title": "Caraway Non-Stick Ceramic Baking Sheet - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - Perfect for Baking, Roasting, and More - Large (18\" x 13\") - Cream", "asin": "B0B78DWPLJ", "price": "$55.00", "quantity": ""}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...", "asin": "B0DTHKY4JJ", "price": "$139.90", "quantity": ""}, {"title": "KitchenAid Stainless Steel Cookware/Pots and Pans Set, 10 Piece, Brushed Stainless Steel", "asin": "B0B3PYMYF6", "price": "$169.99", "quantity": ""}, {"title": "KitchenAid 3-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99", "quantity": ""}, {"title": "KitchenAid Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99", "quantity": ""}, {"title": "KitchenAid Short Turner, 12 inches, Aqua", "asin": "B07KZP5G3W", "price": "$15.00", "quantity": ""}, {"title": "KitchenAid Hard Anodized Induction Nonstick Frying Pan Set With Lid, 3-Piece \u2013 8 & 10 Inch Skillets, Durable, Even Heating, Dishwasher & Oven Safe, Easy-Clean, Matte Black", "asin": "B099PWWL9T", "price": "$79.99", "quantity": ""}, {"title": "KitchenAid 84845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red", "asin": "B0CXG35HVJ", "price": "$229.95", "quantity": ""}, {"title": "KitchenAid 4 Slice Toaster, KMT4109PT, Pistachio", "asin": "B0DB4NHPBT", "price": "$159.99", "quantity": ""}], "comparison_items": [{"title": "KitchenAid\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99"}, {"title": "KitchenAid\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99"}, {"title": "KitchenAid\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99"}, {"title": "KitchenAid\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red", "asin": "B0CXG35HVJ", "price": "$229.95"}, {"title": "Calphalon\u00a0\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99"}, {"title": "KitchenAid\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black", "asin": "B08DZXRBH3", "price": "$199.99"}] <|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": "2025-04-21T02:26:19.344Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-21T02:26:19.344Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-21T02:26:19.344Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2742, "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\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:48.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:25:20.495Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:22.536Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:54.396Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-21T02:26:04.767Z\", \"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\": \"caraway Cookware & Minis Set\"}],\n\"cart_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"1\"},\n{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream\", \"asin\": \"B0C128VD3B\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...\", \"asin\": \"B0DPFXGCR5\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Lockton Premium Nonstick PFA Free Ceramic Interior 10 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Linen White w/Gold Handle\", \"asin\": \"B0BNJXV9WH\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready\", \"asin\": \"B0CV9BR352\", \"price\": \"$365.68\", \"quantity\": \"\"},\n{\"title\": \"Caraway Non-Stick Ceramic Baking Sheet - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - Perfect for Baking, Roasting, and More - Large (18\\\" x 13\\\") - Cream\", \"asin\": \"B0B78DWPLJ\", \"price\": \"$55.00\", \"quantity\": \"\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick...\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$139.90\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Stainless Steel Cookware/Pots and Pans Set, 10 Piece, Brushed Stainless Steel\", \"asin\": \"B0B3PYMYF6\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid 3-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Short Turner, 12 inches, Aqua\", \"asin\": \"B07KZP5G3W\", \"price\": \"$15.00\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Induction Nonstick Frying Pan Set With Lid, 3-Piece \\u2013 8 & 10 Inch Skillets, Durable, Even Heating, Dishwasher & Oven Safe, Easy-Clean, Matte Black\", \"asin\": \"B099PWWL9T\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid 84845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid 4 Slice Toaster, KMT4109PT, Pistachio\", \"asin\": \"B0DB4NHPBT\", \"price\": \"$159.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-21T02:26:19.344Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:48.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:25:20.495Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:22.536Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:54.396Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-21T02:26:04.767Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:26:19.344Z\", \"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\": \"caraway Cookware & Minis Set\"}],\n\"cart_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"1\"},\n{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream\", \"asin\": \"B0C128VD3B\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...\", \"asin\": \"B0DPFXGCR5\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Lockton Premium Nonstick PFA Free Ceramic Interior 10 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Linen White w/Gold Handle\", \"asin\": \"B0BNJXV9WH\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready\", \"asin\": \"B0CV9BR352\", \"price\": \"$365.68\", \"quantity\": \"\"},\n{\"title\": \"Caraway Non-Stick Ceramic Baking Sheet - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - Perfect for Baking, Roasting, and More - Large (18\\\" x 13\\\") - Cream\", \"asin\": \"B0B78DWPLJ\", \"price\": \"$55.00\", \"quantity\": \"\"},\n{\"title\": \"CAROTE Ceramic Cookware Sets, Pots and Pans Set Non Stick Non Toxic, Induction Cookware, kitchen cookware sets, Pots Set for Healthy Coooking 15PCS, White\", \"asin\": \"0e106941\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE 17 Piece Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Healthy Non Stick RV Cookware, Dishwasher \\uff06 Oven Safe, PFOA Free (White)\", \"asin\": \"B0CJQWPQ2T\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Pots and Pans Set Non Stick, Nonstick Kitchen Cookware Sets, Non Toxic Pots and Pans Set Non Stick, PFAS PFOA & PTFE Free, Detachable Handle Pots and Pans 5 Piece, RV Cookware\", \"asin\": \"/promo/A3HVRPXK4Y82SE\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Bazova Ceramic Nonstick Cookware Set, Healthy,Non Toxic,17-Pieces Pots and Pans Set Removable Handles,Induction RV Kitchen Set,Stain & Scratch-resistant,Dishwasher/Oven Safe,PFAS/PFOA Free,Cream White\", \"asin\": \"c47ac333\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Chef Power Ceramic Nonstick Cookware Set 5 Piece with Detachable Handle, Induction Dishwasher Oven Safe Pans and Pots Set, RV Kicthen Set Removable Handle, Cream White\", \"asin\": \"B0CZNQ99SP\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Bakken 15-Piece Non-Stick Cookware Set with Detachable Handles \\u2013 Granite Stackable Pots and Pans Set, Dishwasher Safe, Oven-Safe, and Compatible Kitchen Essential for All Stoves \\u2013 Cream\", \"asin\": \"4ff25b24\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Stainless Steel Cookware/Pots and Pans Set, 10 Piece, Brushed Stainless Steel\", \"asin\": \"B0B3PYMYF6\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid 3-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Short Turner, 12 inches, Aqua\", \"asin\": \"B07KZP5G3W\", \"price\": \"$15.00\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Induction Nonstick Frying Pan Set With Lid, 3-Piece \\u2013 8 & 10 Inch Skillets, Durable, Even Heating, Dishwasher & Oven Safe, Easy-Clean, Matte Black\", \"asin\": \"B099PWWL9T\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid 84845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic 5-Quart Nonstick Saut\\u00e9 Pan with Shatter-Resistant Lid & Riveted Handle \\u2013 Durable, Even Heating, Easy Clean, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0C5N48LNK\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"12-Piece Silicone Cooking Utensils Set | Silicone Utensils with Stainless Steel Handle and Ceramic Holder | Kitchen Utensils Set | Dishwasher Safe Set of Kitchen Essentials | Sage\", \"asin\": \"B0D1DS9JZT\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid - KE178OSPIA KitchenAid Classic Mixing Bowls, Set of 5, Pistachio\", \"asin\": \"B07TMR84BV\", \"price\": \"$34.00\", \"quantity\": \"\"},\n{\"title\": \"KITCHENAID Quilted Cotton Terry Cloth Oven Mitt, Pot Holder, Kitchen Towel 4-Pack Set, Heat Resistant, Silicone Grip, 16\\\"x26\\\", 7\\\"x13\\\" & 7\\\"x10\\\", Pistachio\", \"asin\": \"B0BML5YFVT\", \"price\": \"$22.17\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid 13x18in Nonstick Aluminized Steel Baking Sheet, Pistachio\", \"asin\": \"B0CZDHLTNB\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Gourmet Euro Peeler, One Size, Pistachio, 8.7-Inch\", \"asin\": \"B07TPY1S2H\", \"price\": \"$14.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-21T02:27:17.204Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-21T02:27:17.204Z
click
cart_side_bar
rule
train
2,743
2025-04-21T02:27:17.204Z
click
cart_side_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.931Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:09.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:10.779Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:11.399Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:12.925Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:18.501Z", "action": "input", "action_argument": "carawa"} {"timestamp": "2025-04-20T21:54:18.598Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:54:57.470Z", "action": "click_product", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:34.087Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T21:55:52.551Z", "action": "purchase", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:59.164Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-20T21:57:38.883Z", "action": "input", "action_argument": "kitchen trash"} {"timestamp": "2025-04-20T21:57:38.939Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:57:47.719Z", "action": "input", "action_argument": "kitchen trash can"} {"timestamp": "2025-04-20T21:57:49.530Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:05.970Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:09.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:59:52.500Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T22:03:41.408Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T22:03:50.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T22:04:47.612Z", "action": "click_product", "action_argument": "B0DNP3CWG7"} {"timestamp": "2025-04-20T22:05:04.398Z", "action": "click_product", "action_argument": "B000ZIVN9O"} {"timestamp": "2025-04-21T02:00:03.588Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:06:04.621Z", "action": "input", "action_argument": "counter"} {"timestamp": "2025-04-21T02:06:04.681Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:07:37.010Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:39.042Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:42.562Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:45.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:59.291Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:00.357Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:01.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:06.579Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:09.402Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:10.823Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:11.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.132Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:16.746Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:17.392Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:19.457Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:20.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:32.176Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:08:48.182Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:54.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:57.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.225Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.994Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:11.899Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:13.208Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:20.657Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:25.807Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:27.195Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:34.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:36.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:37.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:40.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:41.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:43.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:10:08.250Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:10:27.399Z", "action": "click_product", "action_argument": "/promo/A1U14TP8VU22XM"} {"timestamp": "2025-04-21T02:12:45.616Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:48.610Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:52.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:55.698Z", "action": "purchase", "action_argument": "B0BG38ZL8R"} {"timestamp": "2025-04-21T02:13:11.180Z", "action": "input", "action_argument": "baking pan"} {"timestamp": "2025-04-21T02:13:11.334Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:13:45.328Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:15:21.335Z", "action": "input", "action_argument": "glass stora"} {"timestamp": "2025-04-21T02:15:21.420Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:16:03.898Z", "action": "click_product", "action_argument": "B09QQGY1BW"} {"timestamp": "2025-04-21T02:17:14.376Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:17.540Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:22.261Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:25.440Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:26.159Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.071Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:30.458Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:31.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:34.079Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:19:53.995Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:26.437Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:28.845Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:20:31.104Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:35.384Z", "action": "purchase", "action_argument": "B08XLT1YD8"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-21T02:20:40.097Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:48.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:25:20.495Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:25:22.536Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:25:54.396Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-21T02:26:04.767Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:26:19.344Z", "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": "caraway Cookware & Minis Set"}], "cart_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "price": "$395.00", "quantity": "1"}, {"title": "BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite", "asin": "B0BG38ZL8R", "price": "$14.99", "quantity": "1"}, {"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "product_details": [{"asin": "B0DM6ZLKF8"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White"}, {"price": "$229.99"}, {"bullet_list": "TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty"}], "product_options": [{"Color": "White"}, {"Size": "10 Piece"}], "promotion_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "price": "$395.00", "quantity": ""}, {"title": "Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream", "asin": "B0C128VD3B", "price": "$200.00", "quantity": ""}, {"title": "Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...", "asin": "B0DPFXGCR5", "price": "$259.90", "quantity": ""}, {"title": "Martha Stewart Lockton Premium Nonstick PFA Free Ceramic Interior 10 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Linen White w/Gold Handle", "asin": "B0BNJXV9WH", "price": "$179.99", "quantity": ""}, {"title": "Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready", "asin": "B0CV9BR352", "price": "$365.68", "quantity": ""}, {"title": "Caraway Non-Stick Ceramic Baking Sheet - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - Perfect for Baking, Roasting, and More - Large (18\" x 13\") - Cream", "asin": "B0B78DWPLJ", "price": "$55.00", "quantity": ""}, {"title": "CAROTE Ceramic Cookware Sets, Pots and Pans Set Non Stick Non Toxic, Induction Cookware, kitchen cookware sets, Pots Set for Healthy Coooking 15PCS, White", "asin": "0e106941", "price": "$49.99", "quantity": ""}, {"title": "SENSARTE 17 Piece Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Healthy Non Stick RV Cookware, Dishwasher \uff06 Oven Safe, PFOA Free (White)", "asin": "B0CJQWPQ2T", "price": "$79.99", "quantity": ""}, {"title": "Redchef Ceramic Pots and Pans Set Non Stick, Nonstick Kitchen Cookware Sets, Non Toxic Pots and Pans Set Non Stick, PFAS PFOA & PTFE Free, Detachable Handle Pots and Pans 5 Piece, RV Cookware", "asin": "/promo/A3HVRPXK4Y82SE", "price": "$39.99", "quantity": ""}, {"title": "Bazova Ceramic Nonstick Cookware Set, Healthy,Non Toxic,17-Pieces Pots and Pans Set Removable Handles,Induction RV Kitchen Set,Stain & Scratch-resistant,Dishwasher/Oven Safe,PFAS/PFOA Free,Cream White", "asin": "c47ac333", "price": "$49.99", "quantity": ""}, {"title": "Chef Power Ceramic Nonstick Cookware Set 5 Piece with Detachable Handle, Induction Dishwasher Oven Safe Pans and Pots Set, RV Kicthen Set Removable Handle, Cream White", "asin": "B0CZNQ99SP", "price": "$49.99", "quantity": ""}, {"title": "Bakken 15-Piece Non-Stick Cookware Set with Detachable Handles \u2013 Granite Stackable Pots and Pans Set, Dishwasher Safe, Oven-Safe, and Compatible Kitchen Essential for All Stoves \u2013 Cream", "asin": "4ff25b24", "price": "$44.99", "quantity": ""}, {"title": "KitchenAid Stainless Steel Cookware/Pots and Pans Set, 10 Piece, Brushed Stainless Steel", "asin": "B0B3PYMYF6", "price": "$169.99", "quantity": ""}, {"title": "KitchenAid 3-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99", "quantity": ""}, {"title": "KitchenAid Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99", "quantity": ""}, {"title": "KitchenAid Short Turner, 12 inches, Aqua", "asin": "B07KZP5G3W", "price": "$15.00", "quantity": ""}, {"title": "KitchenAid Hard Anodized Induction Nonstick Frying Pan Set With Lid, 3-Piece \u2013 8 & 10 Inch Skillets, Durable, Even Heating, Dishwasher & Oven Safe, Easy-Clean, Matte Black", "asin": "B099PWWL9T", "price": "$79.99", "quantity": ""}, {"title": "KitchenAid 84845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red", "asin": "B0CXG35HVJ", "price": "$229.95", "quantity": ""}, {"title": "KitchenAid Hard Anodized Ceramic 5-Quart Nonstick Saut\u00e9 Pan with Shatter-Resistant Lid & Riveted Handle \u2013 Durable, Even Heating, Easy Clean, Oven Safe to 500\u00b0F, Pistachio", "asin": "B0C5N48LNK", "price": "$69.00", "quantity": ""}, {"title": "12-Piece Silicone Cooking Utensils Set | Silicone Utensils with Stainless Steel Handle and Ceramic Holder | Kitchen Utensils Set | Dishwasher Safe Set of Kitchen Essentials | Sage", "asin": "B0D1DS9JZT", "price": "$69.99", "quantity": ""}, {"title": "KitchenAid - KE178OSPIA KitchenAid Classic Mixing Bowls, Set of 5, Pistachio", "asin": "B07TMR84BV", "price": "$34.00", "quantity": ""}, {"title": "KITCHENAID Quilted Cotton Terry Cloth Oven Mitt, Pot Holder, Kitchen Towel 4-Pack Set, Heat Resistant, Silicone Grip, 16\"x26\", 7\"x13\" & 7\"x10\", Pistachio", "asin": "B0BML5YFVT", "price": "$22.17", "quantity": ""}, {"title": "KitchenAid 13x18in Nonstick Aluminized Steel Baking Sheet, Pistachio", "asin": "B0CZDHLTNB", "price": "$14.99", "quantity": ""}, {"title": "KitchenAid Gourmet Euro Peeler, One Size, Pistachio, 8.7-Inch", "asin": "B07TPY1S2H", "price": "$14.99", "quantity": ""}], "comparison_items": [{"title": "KitchenAid\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99"}, {"title": "KitchenAid\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99"}, {"title": "KitchenAid\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99"}, {"title": "KitchenAid\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red", "asin": "B0CXG35HVJ", "price": "$229.95"}, {"title": "Calphalon\u00a0\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99"}, {"title": "KitchenAid\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black", "asin": "B08DZXRBH3", "price": "$199.99"}] <|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": "2025-04-21T02:27:17.204Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-21T02:27:17.204Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-21T02:27:17.204Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>", "index": 2743, "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\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:48.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:25:20.495Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:22.536Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:54.396Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-21T02:26:04.767Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:26:19.344Z\", \"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\": \"caraway Cookware & Minis Set\"}],\n\"cart_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"1\"},\n{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream\", \"asin\": \"B0C128VD3B\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...\", \"asin\": \"B0DPFXGCR5\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Lockton Premium Nonstick PFA Free Ceramic Interior 10 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Linen White w/Gold Handle\", \"asin\": \"B0BNJXV9WH\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready\", \"asin\": \"B0CV9BR352\", \"price\": \"$365.68\", \"quantity\": \"\"},\n{\"title\": \"Caraway Non-Stick Ceramic Baking Sheet - Naturally Slick Ceramic Coating - Non-Toxic, PTFE & PFOA Free - Perfect for Baking, Roasting, and More - Large (18\\\" x 13\\\") - Cream\", \"asin\": \"B0B78DWPLJ\", \"price\": \"$55.00\", \"quantity\": \"\"},\n{\"title\": \"CAROTE Ceramic Cookware Sets, Pots and Pans Set Non Stick Non Toxic, Induction Cookware, kitchen cookware sets, Pots Set for Healthy Coooking 15PCS, White\", \"asin\": \"0e106941\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE 17 Piece Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Healthy Non Stick RV Cookware, Dishwasher \\uff06 Oven Safe, PFOA Free (White)\", \"asin\": \"B0CJQWPQ2T\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Pots and Pans Set Non Stick, Nonstick Kitchen Cookware Sets, Non Toxic Pots and Pans Set Non Stick, PFAS PFOA & PTFE Free, Detachable Handle Pots and Pans 5 Piece, RV Cookware\", \"asin\": \"/promo/A3HVRPXK4Y82SE\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Bazova Ceramic Nonstick Cookware Set, Healthy,Non Toxic,17-Pieces Pots and Pans Set Removable Handles,Induction RV Kitchen Set,Stain & Scratch-resistant,Dishwasher/Oven Safe,PFAS/PFOA Free,Cream White\", \"asin\": \"c47ac333\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Chef Power Ceramic Nonstick Cookware Set 5 Piece with Detachable Handle, Induction Dishwasher Oven Safe Pans and Pots Set, RV Kicthen Set Removable Handle, Cream White\", \"asin\": \"B0CZNQ99SP\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Bakken 15-Piece Non-Stick Cookware Set with Detachable Handles \\u2013 Granite Stackable Pots and Pans Set, Dishwasher Safe, Oven-Safe, and Compatible Kitchen Essential for All Stoves \\u2013 Cream\", \"asin\": \"4ff25b24\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Stainless Steel Cookware/Pots and Pans Set, 10 Piece, Brushed Stainless Steel\", \"asin\": \"B0B3PYMYF6\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid 3-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Short Turner, 12 inches, Aqua\", \"asin\": \"B07KZP5G3W\", \"price\": \"$15.00\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Induction Nonstick Frying Pan Set With Lid, 3-Piece \\u2013 8 & 10 Inch Skillets, Durable, Even Heating, Dishwasher & Oven Safe, Easy-Clean, Matte Black\", \"asin\": \"B099PWWL9T\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid 84845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic 5-Quart Nonstick Saut\\u00e9 Pan with Shatter-Resistant Lid & Riveted Handle \\u2013 Durable, Even Heating, Easy Clean, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0C5N48LNK\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"12-Piece Silicone Cooking Utensils Set | Silicone Utensils with Stainless Steel Handle and Ceramic Holder | Kitchen Utensils Set | Dishwasher Safe Set of Kitchen Essentials | Sage\", \"asin\": \"B0D1DS9JZT\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid - KE178OSPIA KitchenAid Classic Mixing Bowls, Set of 5, Pistachio\", \"asin\": \"B07TMR84BV\", \"price\": \"$34.00\", \"quantity\": \"\"},\n{\"title\": \"KITCHENAID Quilted Cotton Terry Cloth Oven Mitt, Pot Holder, Kitchen Towel 4-Pack Set, Heat Resistant, Silicone Grip, 16\\\"x26\\\", 7\\\"x13\\\" & 7\\\"x10\\\", Pistachio\", \"asin\": \"B0BML5YFVT\", \"price\": \"$22.17\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid 13x18in Nonstick Aluminized Steel Baking Sheet, Pistachio\", \"asin\": \"B0CZDHLTNB\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Gourmet Euro Peeler, One Size, Pistachio, 8.7-Inch\", \"asin\": \"B07TPY1S2H\", \"price\": \"$14.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"KitchenAid\\u00a084845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-21T02:27:17.204Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:48.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:25:20.495Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:22.536Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:54.396Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-21T02:26:04.767Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:26:19.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:27:17.204Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"1\"},\n{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08XLT1YD8\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\"},\n{\"price\": \"$395.00\"},\n{\"bullet_list\": \"CARAWAY NOW LIVE ON AMAZON: It's official! We have launched our beautifully designed and consciously crafted kitchen cookware sets on Amazon for everyone to enjoy. It's time to step up your pots and pans game and spruce up your kitchen decor! NATURALLY NON-STICK: Our super slick non-stick pots and pans require less oil or butter for cooking and minimal scrubbing for a spotless clean, giving you a healthier and easy at home culinary experience. NON-TOXIC COATING: All Caraway pot and pan sets are free of PTFE, PFOA, PFAS, lead, cadmium and other toxic materials that can leach into your food, making them safe for you, your family, and the environment. SIMPLE CARE: Our cookware ais made for any kitchen and cooktop. Use them on low to medium heat and add a dash of oil or butter for an effortless glide. Our cookware is also oven-safe up to 550\\u00baF. WHAT'S IN THE BOX: Included in this 12-piece cookware set is a 10.5\\\" frying pan, 3 qt. sauce pan with lid, 6.5 qt. dutch oven with lid, 4.5 qt. saut\\u00e9 pan with lid, 4 modular magnetic pan racks and a canvas lid holder with hooks.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"Gray\"}],\n\"promotion_items\": [{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...\", \"asin\": \"B0DPFXJ4T8\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Nonstick Frying Pans Set, 4-Piece Ceramic Cookware Set, 8\\\" 9.5\\\" 11\\\" Saute Pan Skillet, Non Toxic Pans for Cooking, Pots and Pans, PFAS & PTFE & PFOA Free, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0DWF5JZGC\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Sage\", \"asin\": \"B0C11XYX3V\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Cookware+ Collection - Specialty Cookware Set - Petite Cooker, Stir Fry Pan, Rondeau, & Stock Pot - 3 Lids & Storage Organizer Included - Sage\", \"asin\": \"B0CZ2HWL3Z\", \"price\": \"$495.00\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...\", \"asin\": \"B0DPFXGCR5\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Saut\\u00e9 Pan with Lid (4.5 qt, 11.8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray\", \"asin\": \"B09SS6FWGL\", \"price\": \"$145.00\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Caraway\\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\"},\n{\"title\": \"Caraway\\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - White\", \"asin\": \"B0CGS1J9P6\", \"price\": \"$595.00\"},\n{\"title\": \"CIARRA\\u00a0Non Stick Cookware Set, Ceramic Pots and Pans Set with Lid, Non Toxic Cooking Set, PTFE & PFOA Free, Oven Safe & Compatible with All Stovetops, Blue\", \"asin\": \"B0CJM5Z6MB\", \"price\": \"$222.00\"},\n{\"title\": \"Yatoshi\\u00a0Nonstick Ceramic Cookware Set (7 Piece) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction)\", \"asin\": \"B0B7GT6KVJ\", \"price\": \"$159.99\"},\n{\"title\": \"Caraway\\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray\", \"asin\": \"B0DPGQCF86\", \"price\": \"$595.00\"},\n{\"title\": \"Caraway\\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream\", \"asin\": \"B0DPGMZHDK\", \"price\": \"$595.00\"}]\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\": \"2025-04-21T02:27:22.759Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-21T02:27:22.759Z
click
review
rule
train
2,744
2025-04-21T02:27:22.759Z
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": "2025-04-17T01:58:58.133Z", "action": "input", "action_argument": "charger con"} {"timestamp": "2025-04-17T01:58:58.220Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T01:59:32.528Z", "action": "click_product", "action_argument": "B0B27HX6P7"} {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.931Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:09.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:10.779Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:11.399Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:12.925Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:18.501Z", "action": "input", "action_argument": "carawa"} {"timestamp": "2025-04-20T21:54:18.598Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:54:57.470Z", "action": "click_product", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:34.087Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T21:55:52.551Z", "action": "purchase", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:59.164Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-20T21:57:38.883Z", "action": "input", "action_argument": "kitchen trash"} {"timestamp": "2025-04-20T21:57:38.939Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:57:47.719Z", "action": "input", "action_argument": "kitchen trash can"} {"timestamp": "2025-04-20T21:57:49.530Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:05.970Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:09.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:59:52.500Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T22:03:41.408Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T22:03:50.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T22:04:47.612Z", "action": "click_product", "action_argument": "B0DNP3CWG7"} {"timestamp": "2025-04-20T22:05:04.398Z", "action": "click_product", "action_argument": "B000ZIVN9O"} {"timestamp": "2025-04-21T02:00:03.588Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:06:04.621Z", "action": "input", "action_argument": "counter"} {"timestamp": "2025-04-21T02:06:04.681Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:07:37.010Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:39.042Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:42.562Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:45.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:59.291Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:00.357Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:01.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:06.579Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:09.402Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:10.823Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:11.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.132Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:16.746Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:17.392Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:19.457Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:20.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:32.176Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:08:48.182Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:54.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:57.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.225Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.994Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:11.899Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:13.208Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:20.657Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:25.807Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:27.195Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:34.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:36.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:37.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:40.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:41.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:43.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:10:08.250Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:10:27.399Z", "action": "click_product", "action_argument": "/promo/A1U14TP8VU22XM"} {"timestamp": "2025-04-21T02:12:45.616Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:48.610Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:52.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:55.698Z", "action": "purchase", "action_argument": "B0BG38ZL8R"} {"timestamp": "2025-04-21T02:13:11.180Z", "action": "input", "action_argument": "baking pan"} {"timestamp": "2025-04-21T02:13:11.334Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:13:45.328Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:15:21.335Z", "action": "input", "action_argument": "glass stora"} {"timestamp": "2025-04-21T02:15:21.420Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:16:03.898Z", "action": "click_product", "action_argument": "B09QQGY1BW"} {"timestamp": "2025-04-21T02:17:14.376Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:17.540Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:22.261Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:25.440Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:26.159Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.071Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:30.458Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:31.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:34.079Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:19:53.995Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:26.437Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:28.845Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:20:31.104Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:35.384Z", "action": "purchase", "action_argument": "B08XLT1YD8"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-21T02:20:40.097Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:48.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:25:20.495Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:25:22.536Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:25:54.396Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-21T02:26:04.767Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:26:19.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:27:17.204Z", "action": "click", "action_argument": "cart_side_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "price": "$395.00", "quantity": "1"}, {"title": "BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite", "asin": "B0BG38ZL8R", "price": "$14.99", "quantity": "1"}, {"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.67", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "product_details": [{"asin": "B08XLT1YD8"}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray"}, {"price": "$395.00"}, {"bullet_list": "CARAWAY NOW LIVE ON AMAZON: It's official! We have launched our beautifully designed and consciously crafted kitchen cookware sets on Amazon for everyone to enjoy. It's time to step up your pots and pans game and spruce up your kitchen decor! NATURALLY NON-STICK: Our super slick non-stick pots and pans require less oil or butter for cooking and minimal scrubbing for a spotless clean, giving you a healthier and easy at home culinary experience. NON-TOXIC COATING: All Caraway pot and pan sets are free of PTFE, PFOA, PFAS, lead, cadmium and other toxic materials that can leach into your food, making them safe for you, your family, and the environment. SIMPLE CARE: Our cookware ais made for any kitchen and cooktop. Use them on low to medium heat and add a dash of oil or butter for an effortless glide. Our cookware is also oven-safe up to 550\u00baF. WHAT'S IN THE BOX: Included in this 12-piece cookware set is a 10.5\" frying pan, 3 qt. sauce pan with lid, 6.5 qt. dutch oven with lid, 4.5 qt. saut\u00e9 pan with lid, 4 modular magnetic pan racks and a canvas lid holder with hooks."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Model": "Gray"}], "promotion_items": [{"title": "KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\u00b0F, Pistachio", "asin": "B0CH1SNCPT", "price": "$219.99", "quantity": ""}, {"title": "Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...", "asin": "B0DPFXJ4T8", "price": "$259.90", "quantity": ""}, {"title": "Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White", "asin": "B0CZNQD1SR", "price": "$99.99", "quantity": ""}, {"title": "Redchef Nonstick Frying Pans Set, 4-Piece Ceramic Cookware Set, 8\" 9.5\" 11\" Saute Pan Skillet, Non Toxic Pans for Cooking, Pots and Pans, PFAS & PTFE & PFOA Free, Dishwasher & Oven Safe, Beige White", "asin": "B0DWF5JZGC", "price": "$139.99", "quantity": ""}, {"title": "Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Sage", "asin": "B0C11XYX3V", "price": "$200.00", "quantity": ""}, {"title": "Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\" 9.5\" 11\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White", "asin": "B0CF44XRS9", "price": "$79.99", "quantity": ""}, {"title": "Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free", "asin": "B0DJ33BRKP", "price": "$119.99", "quantity": ""}, {"title": "Caraway Cookware+ Collection - Specialty Cookware Set - Petite Cooker, Stir Fry Pan, Rondeau, & Stock Pot - 3 Lids & Storage Organizer Included - Sage", "asin": "B0CZ2HWL3Z", "price": "$495.00", "quantity": ""}, {"title": "Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...", "asin": "B0DPFXGCR5", "price": "$259.90", "quantity": ""}, {"title": "Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\" 9.5\" 11\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White", "asin": "B0CF44XRS9", "price": "$79.99", "quantity": ""}, {"title": "Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free", "asin": "B0DJ33BRKP", "price": "$119.99", "quantity": ""}, {"title": "KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\u00b0F, Pistachio", "asin": "B0CH1SNCPT", "price": "$219.99", "quantity": ""}, {"title": "Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White", "asin": "B0CZNQD1SR", "price": "$99.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Saut\u00e9 Pan with Lid (4.5 qt, 11.8\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray", "asin": "B09SS6FWGL", "price": "$145.00", "quantity": ""}], "comparison_items": [{"title": "Caraway\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "price": "$395.00"}, {"title": "Caraway\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - White", "asin": "B0CGS1J9P6", "price": "$595.00"}, {"title": "CIARRA\u00a0Non Stick Cookware Set, Ceramic Pots and Pans Set with Lid, Non Toxic Cooking Set, PTFE & PFOA Free, Oven Safe & Compatible with All Stovetops, Blue", "asin": "B0CJM5Z6MB", "price": "$222.00"}, {"title": "Yatoshi\u00a0Nonstick Ceramic Cookware Set (7 Piece) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction)", "asin": "B0B7GT6KVJ", "price": "$159.99"}, {"title": "Caraway\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray", "asin": "B0DPGQCF86", "price": "$595.00"}, {"title": "Caraway\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream", "asin": "B0DPGMZHDK", "price": "$595.00"}] <|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": "2025-04-21T02:27:22.759Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-21T02:27:22.759Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-21T02:27:22.759Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2744, "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\": \"2025-04-17T01:58:58.133Z\", \"action\": \"input\", \"action_argument\": \"charger con\"}\n{\"timestamp\": \"2025-04-17T01:58:58.220Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T01:59:32.528Z\", \"action\": \"click_product\", \"action_argument\": \"B0B27HX6P7\"}\n{\"timestamp\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:48.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:25:20.495Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:22.536Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:54.396Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-21T02:26:04.767Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:26:19.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:27:17.204Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"1\"},\n{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.67\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08XLT1YD8\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\"},\n{\"price\": \"$395.00\"},\n{\"bullet_list\": \"CARAWAY NOW LIVE ON AMAZON: It's official! We have launched our beautifully designed and consciously crafted kitchen cookware sets on Amazon for everyone to enjoy. It's time to step up your pots and pans game and spruce up your kitchen decor! NATURALLY NON-STICK: Our super slick non-stick pots and pans require less oil or butter for cooking and minimal scrubbing for a spotless clean, giving you a healthier and easy at home culinary experience. NON-TOXIC COATING: All Caraway pot and pan sets are free of PTFE, PFOA, PFAS, lead, cadmium and other toxic materials that can leach into your food, making them safe for you, your family, and the environment. SIMPLE CARE: Our cookware ais made for any kitchen and cooktop. Use them on low to medium heat and add a dash of oil or butter for an effortless glide. Our cookware is also oven-safe up to 550\\u00baF. WHAT'S IN THE BOX: Included in this 12-piece cookware set is a 10.5\\\" frying pan, 3 qt. sauce pan with lid, 6.5 qt. dutch oven with lid, 4.5 qt. saut\\u00e9 pan with lid, 4 modular magnetic pan racks and a canvas lid holder with hooks.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Model\": \"Gray\"}],\n\"promotion_items\": [{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...\", \"asin\": \"B0DPFXJ4T8\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Nonstick Frying Pans Set, 4-Piece Ceramic Cookware Set, 8\\\" 9.5\\\" 11\\\" Saute Pan Skillet, Non Toxic Pans for Cooking, Pots and Pans, PFAS & PTFE & PFOA Free, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0DWF5JZGC\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Sage\", \"asin\": \"B0C11XYX3V\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Cookware+ Collection - Specialty Cookware Set - Petite Cooker, Stir Fry Pan, Rondeau, & Stock Pot - 3 Lids & Storage Organizer Included - Sage\", \"asin\": \"B0CZ2HWL3Z\", \"price\": \"$495.00\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...\", \"asin\": \"B0DPFXGCR5\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Chef Power Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Saut\\u00e9 Pan with Lid (4.5 qt, 11.8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Gray\", \"asin\": \"B09SS6FWGL\", \"price\": \"$145.00\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Caraway\\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\"},\n{\"title\": \"Caraway\\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - White\", \"asin\": \"B0CGS1J9P6\", \"price\": \"$595.00\"},\n{\"title\": \"CIARRA\\u00a0Non Stick Cookware Set, Ceramic Pots and Pans Set with Lid, Non Toxic Cooking Set, PTFE & PFOA Free, Oven Safe & Compatible with All Stovetops, Blue\", \"asin\": \"B0CJM5Z6MB\", \"price\": \"$222.00\"},\n{\"title\": \"Yatoshi\\u00a0Nonstick Ceramic Cookware Set (7 Piece) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction)\", \"asin\": \"B0B7GT6KVJ\", \"price\": \"$159.99\"},\n{\"title\": \"Caraway\\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray\", \"asin\": \"B0DPGQCF86\", \"price\": \"$595.00\"},\n{\"title\": \"Caraway\\u00a0Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream\", \"asin\": \"B0DPGMZHDK\", \"price\": \"$595.00\"}]\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\": \"2025-04-21T02:27:22.759Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:48.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:25:20.495Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:22.536Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:54.396Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-21T02:26:04.767Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:26:19.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:27:17.204Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:27:22.759Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Yatoshi Nonstick Ceramic Cookware Set (7 Piece) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction)\", \"asin\": \"B0B7GT6KVJ\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray\", \"asin\": \"B0DPGQCF86\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream\", \"asin\": \"B0DPGMZHDK\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Navy\", \"asin\": \"B0DPGPDWRN\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"16PCS Pots and Pans Set Non Stick Cookware Set Nonstick with Cooking Set (white, 16pieces)\", \"asin\": \"B0D943RYCX\", \"price\": \"$59.98\", \"quantity\": \"\"},\n{\"title\": \"GreenPan Valencia Pro Hard Anodized 11 Piece Cookware Pots and Pans Set, Ceramic Nonstick PFAS-Free PFOA-Free Coating, Induction, Durable Frying Pans, Saucepans, Lids, Dishwasher & Oven Safe, Gray\", \"asin\": \"B071HVQL76\", \"price\": \"$395.49\", \"quantity\": \"\"},\n{\"title\": \"Calphalon\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Gray\", \"asin\": \"B0CM6YTMWD\", \"price\": \"$495.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Sage\", \"asin\": \"B0DPGQDSG9\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"GreenPan x Bobby Flay 13 Piece Cookware Pots and Pans Set, Professional Grade Aluminum, PFAS-Free Ceramic Nonstick, Induction Suitable, Stay-Cool Silicone Handle, Dishwasher & Oven Safe, Graphite\", \"asin\": \"B0DDLCSNMG\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"CIARRA Non Stick Cookware Set, Ceramic Pots and Pans Set with Lid, Non Toxic Cooking Set, PTFE & PFOA Free, Oven Safe & Compatible with All Stovetops, Blue\", \"asin\": \"B0CJM5Z6MB\", \"price\": \"$222.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Stainless Steel Cookware Set (4 Piece) - 5-Ply Stainless Steel Pots & Pans - Includes Fry Pan, Sauce Pan, Saut\\u00e9 Pan, Dutch Oven, & Storage - Non Toxic, PTFE & PFOA Free\", \"asin\": \"B0CPJSPTS2\", \"price\": \"$579.00\", \"quantity\": \"\"},\n{\"title\": \"CookinCraze Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFAS Free, Induction Compatible, Oven & Dishwasher Safe to 500\\u00b0F, Cream\", \"asin\": \"/promo/AHGI0EXID49PZ\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready\", \"asin\": \"B0CV9BR352\", \"price\": \"$365.68\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"delivery\": \"FREE delivery Mon, Apr 28 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Model\": \"Gray\"}]},\n{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"delivery\": \"FREE delivery Sun, Apr 27 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"White Granite\"}]},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"delivery\": \"FREE delivery Sat, Apr 26 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"delivery\": \"FREE delivery Sat, Apr 26 available at checkout\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"delivery\": \"FREE delivery Apr 24 - 29\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]}],\n\"saved_items\": [{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"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\": \"2025-04-21T23:58:20.276Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-21T23:58:20.276Z
click
quantity
rule
train
2,745
2025-04-21T23:58:20.276Z
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": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.931Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:09.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:10.779Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:11.399Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:12.925Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:18.501Z", "action": "input", "action_argument": "carawa"} {"timestamp": "2025-04-20T21:54:18.598Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:54:57.470Z", "action": "click_product", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:34.087Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T21:55:52.551Z", "action": "purchase", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:59.164Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-20T21:57:38.883Z", "action": "input", "action_argument": "kitchen trash"} {"timestamp": "2025-04-20T21:57:38.939Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:57:47.719Z", "action": "input", "action_argument": "kitchen trash can"} {"timestamp": "2025-04-20T21:57:49.530Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:05.970Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:09.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:59:52.500Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T22:03:41.408Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T22:03:50.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T22:04:47.612Z", "action": "click_product", "action_argument": "B0DNP3CWG7"} {"timestamp": "2025-04-20T22:05:04.398Z", "action": "click_product", "action_argument": "B000ZIVN9O"} {"timestamp": "2025-04-21T02:00:03.588Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:06:04.621Z", "action": "input", "action_argument": "counter"} {"timestamp": "2025-04-21T02:06:04.681Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:07:37.010Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:39.042Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:42.562Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:45.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:59.291Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:00.357Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:01.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:06.579Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:09.402Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:10.823Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:11.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.132Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:16.746Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:17.392Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:19.457Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:20.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:32.176Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:08:48.182Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:54.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:57.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.225Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.994Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:11.899Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:13.208Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:20.657Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:25.807Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:27.195Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:34.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:36.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:37.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:40.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:41.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:43.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:10:08.250Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:10:27.399Z", "action": "click_product", "action_argument": "/promo/A1U14TP8VU22XM"} {"timestamp": "2025-04-21T02:12:45.616Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:48.610Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:52.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:55.698Z", "action": "purchase", "action_argument": "B0BG38ZL8R"} {"timestamp": "2025-04-21T02:13:11.180Z", "action": "input", "action_argument": "baking pan"} {"timestamp": "2025-04-21T02:13:11.334Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:13:45.328Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:15:21.335Z", "action": "input", "action_argument": "glass stora"} {"timestamp": "2025-04-21T02:15:21.420Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:16:03.898Z", "action": "click_product", "action_argument": "B09QQGY1BW"} {"timestamp": "2025-04-21T02:17:14.376Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:17.540Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:22.261Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:25.440Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:26.159Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.071Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:30.458Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:31.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:34.079Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:19:53.995Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:26.437Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:28.845Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:20:31.104Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:35.384Z", "action": "purchase", "action_argument": "B08XLT1YD8"} {"timestamp": "2025-04-21T02:20:40.097Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:48.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:25:20.495Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:25:22.536Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:25:54.396Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-21T02:26:04.767Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:26:19.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:27:17.204Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:27:22.759Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "promotion_items": [{"title": "Yatoshi Nonstick Ceramic Cookware Set (7 Piece) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction)", "asin": "B0B7GT6KVJ", "price": "$129.99", "quantity": ""}, {"title": "Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray", "asin": "B0DPGQCF86", "price": "$595.00", "quantity": ""}, {"title": "Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream", "asin": "B0DPGMZHDK", "price": "$595.00", "quantity": ""}, {"title": "Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Navy", "asin": "B0DPGPDWRN", "price": "$595.00", "quantity": ""}, {"title": "16PCS Pots and Pans Set Non Stick Cookware Set Nonstick with Cooking Set (white, 16pieces)", "asin": "B0D943RYCX", "price": "$59.98", "quantity": ""}, {"title": "GreenPan Valencia Pro Hard Anodized 11 Piece Cookware Pots and Pans Set, Ceramic Nonstick PFAS-Free PFOA-Free Coating, Induction, Durable Frying Pans, Saucepans, Lids, Dishwasher & Oven Safe, Gray", "asin": "B071HVQL76", "price": "$395.49", "quantity": ""}, {"title": "Calphalon\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99", "quantity": ""}, {"title": "Caraway Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Gray", "asin": "B0CM6YTMWD", "price": "$495.00", "quantity": ""}, {"title": "Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Sage", "asin": "B0DPGQDSG9", "price": "$595.00", "quantity": ""}, {"title": "GreenPan x Bobby Flay 13 Piece Cookware Pots and Pans Set, Professional Grade Aluminum, PFAS-Free Ceramic Nonstick, Induction Suitable, Stay-Cool Silicone Handle, Dishwasher & Oven Safe, Graphite", "asin": "B0DDLCSNMG", "price": "$229.99", "quantity": ""}, {"title": "CIARRA Non Stick Cookware Set, Ceramic Pots and Pans Set with Lid, Non Toxic Cooking Set, PTFE & PFOA Free, Oven Safe & Compatible with All Stovetops, Blue", "asin": "B0CJM5Z6MB", "price": "$222.00", "quantity": ""}, {"title": "Caraway Stainless Steel Cookware Set (4 Piece) - 5-Ply Stainless Steel Pots & Pans - Includes Fry Pan, Sauce Pan, Saut\u00e9 Pan, Dutch Oven, & Storage - Non Toxic, PTFE & PFOA Free", "asin": "B0CPJSPTS2", "price": "$579.00", "quantity": ""}, {"title": "CookinCraze Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFAS Free, Induction Compatible, Oven & Dishwasher Safe to 500\u00b0F, Cream", "asin": "/promo/AHGI0EXID49PZ", "price": "$259.90", "quantity": ""}, {"title": "Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready", "asin": "B0CV9BR352", "price": "$365.68", "quantity": ""}], "active_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "delivery": "FREE delivery Mon, Apr 28 FREE Returns", "quantity": "1", "selected": true, "options": [{"Model": "Gray"}]}, {"title": "BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite", "asin": "B0BG38ZL8R", "delivery": "FREE delivery Sun, Apr 27 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "White Granite"}]}, {"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "delivery": "FREE delivery Sat, Apr 26 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "18-Piece"}]}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "delivery": "FREE delivery Sat, Apr 26 available at checkout", "quantity": "1", "selected": true, "options": [{"Color": "Faux Black Stone and White"}]}, {"title": "Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "delivery": "FREE delivery Apr 24 - 29", "quantity": "1", "selected": true, "options": [{"Color": "Green Pu Leather"}, {"Size": "2PCS"}]}], "saved_items": [{"title": "VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80", "asin": "B0CR6KRRQB", "price": "$43.99", "options": [{"Item Shape": "Round"}, {"Color": "Forest Green + Cream White"}]}, {"asin": "B0CR6KRRQB", "options": []}, {"title": "Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White", "asin": "B07QS75B5R", "options": [{"Color": "Sonoma Oak/White"}]}, {"title": "Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)", "asin": "B00068PUJM", "options": []}, {"asin": "B00068PUJM", "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": "2025-04-21T23:58:20.276Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-21T23:58:20.276Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-21T23:58:20.276Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>", "index": 2745, "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\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:48.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:25:20.495Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:22.536Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:54.396Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-21T02:26:04.767Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:26:19.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:27:17.204Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:27:22.759Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Yatoshi Nonstick Ceramic Cookware Set (7 Piece) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction)\", \"asin\": \"B0B7GT6KVJ\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray\", \"asin\": \"B0DPGQCF86\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream\", \"asin\": \"B0DPGMZHDK\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Navy\", \"asin\": \"B0DPGPDWRN\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"16PCS Pots and Pans Set Non Stick Cookware Set Nonstick with Cooking Set (white, 16pieces)\", \"asin\": \"B0D943RYCX\", \"price\": \"$59.98\", \"quantity\": \"\"},\n{\"title\": \"GreenPan Valencia Pro Hard Anodized 11 Piece Cookware Pots and Pans Set, Ceramic Nonstick PFAS-Free PFOA-Free Coating, Induction, Durable Frying Pans, Saucepans, Lids, Dishwasher & Oven Safe, Gray\", \"asin\": \"B071HVQL76\", \"price\": \"$395.49\", \"quantity\": \"\"},\n{\"title\": \"Calphalon\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Gray\", \"asin\": \"B0CM6YTMWD\", \"price\": \"$495.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Sage\", \"asin\": \"B0DPGQDSG9\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"GreenPan x Bobby Flay 13 Piece Cookware Pots and Pans Set, Professional Grade Aluminum, PFAS-Free Ceramic Nonstick, Induction Suitable, Stay-Cool Silicone Handle, Dishwasher & Oven Safe, Graphite\", \"asin\": \"B0DDLCSNMG\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"CIARRA Non Stick Cookware Set, Ceramic Pots and Pans Set with Lid, Non Toxic Cooking Set, PTFE & PFOA Free, Oven Safe & Compatible with All Stovetops, Blue\", \"asin\": \"B0CJM5Z6MB\", \"price\": \"$222.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Stainless Steel Cookware Set (4 Piece) - 5-Ply Stainless Steel Pots & Pans - Includes Fry Pan, Sauce Pan, Saut\\u00e9 Pan, Dutch Oven, & Storage - Non Toxic, PTFE & PFOA Free\", \"asin\": \"B0CPJSPTS2\", \"price\": \"$579.00\", \"quantity\": \"\"},\n{\"title\": \"CookinCraze Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFAS Free, Induction Compatible, Oven & Dishwasher Safe to 500\\u00b0F, Cream\", \"asin\": \"/promo/AHGI0EXID49PZ\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready\", \"asin\": \"B0CV9BR352\", \"price\": \"$365.68\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"delivery\": \"FREE delivery Mon, Apr 28 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Model\": \"Gray\"}]},\n{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"delivery\": \"FREE delivery Sun, Apr 27 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"White Granite\"}]},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"delivery\": \"FREE delivery Sat, Apr 26 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"delivery\": \"FREE delivery Sat, Apr 26 available at checkout\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"delivery\": \"FREE delivery Apr 24 - 29\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]}],\n\"saved_items\": [{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"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\": \"2025-04-21T23:58:20.276Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "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\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:48.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:25:20.495Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:22.536Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:54.396Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-21T02:26:04.767Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:26:19.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:27:17.204Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:27:22.759Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T23:58:20.276Z\", \"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\": \"Yatoshi Nonstick Ceramic Cookware Set (7 Piece) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction)\", \"asin\": \"B0B7GT6KVJ\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray\", \"asin\": \"B0DPGQCF86\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream\", \"asin\": \"B0DPGMZHDK\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Navy\", \"asin\": \"B0DPGPDWRN\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"16PCS Pots and Pans Set Non Stick Cookware Set Nonstick with Cooking Set (white, 16pieces)\", \"asin\": \"B0D943RYCX\", \"price\": \"$59.98\", \"quantity\": \"\"},\n{\"title\": \"GreenPan Valencia Pro Hard Anodized 11 Piece Cookware Pots and Pans Set, Ceramic Nonstick PFAS-Free PFOA-Free Coating, Induction, Durable Frying Pans, Saucepans, Lids, Dishwasher & Oven Safe, Gray\", \"asin\": \"B071HVQL76\", \"price\": \"$395.49\", \"quantity\": \"\"},\n{\"title\": \"Calphalon\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Gray\", \"asin\": \"B0CM6YTMWD\", \"price\": \"$495.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Sage\", \"asin\": \"B0DPGQDSG9\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"GreenPan x Bobby Flay 13 Piece Cookware Pots and Pans Set, Professional Grade Aluminum, PFAS-Free Ceramic Nonstick, Induction Suitable, Stay-Cool Silicone Handle, Dishwasher & Oven Safe, Graphite\", \"asin\": \"B0DDLCSNMG\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"CIARRA Non Stick Cookware Set, Ceramic Pots and Pans Set with Lid, Non Toxic Cooking Set, PTFE & PFOA Free, Oven Safe & Compatible with All Stovetops, Blue\", \"asin\": \"B0CJM5Z6MB\", \"price\": \"$222.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Stainless Steel Cookware Set (4 Piece) - 5-Ply Stainless Steel Pots & Pans - Includes Fry Pan, Sauce Pan, Saut\\u00e9 Pan, Dutch Oven, & Storage - Non Toxic, PTFE & PFOA Free\", \"asin\": \"B0CPJSPTS2\", \"price\": \"$579.00\", \"quantity\": \"\"},\n{\"title\": \"CookinCraze Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFAS Free, Induction Compatible, Oven & Dishwasher Safe to 500\\u00b0F, Cream\", \"asin\": \"/promo/AHGI0EXID49PZ\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready\", \"asin\": \"B0CV9BR352\", \"price\": \"$365.68\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"delivery\": \"FREE delivery Sun, Apr 27 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"White Granite\"}]},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"delivery\": \"FREE delivery Sat, Apr 26 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"delivery\": \"FREE delivery Sat, Apr 26 available at checkout\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"delivery\": \"FREE delivery Apr 24 - 29\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]}],\n\"saved_items\": [{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"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\": \"2025-04-21T23:58:30.298Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-21T23:58:30.298Z
input
ceramic non
rule
train
2,746
2025-04-21T23:58:30.298Z
input
ceramic non
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.931Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:09.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:10.779Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:11.399Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:12.925Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:18.501Z", "action": "input", "action_argument": "carawa"} {"timestamp": "2025-04-20T21:54:18.598Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:54:57.470Z", "action": "click_product", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:34.087Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T21:55:52.551Z", "action": "purchase", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:59.164Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-20T21:57:38.883Z", "action": "input", "action_argument": "kitchen trash"} {"timestamp": "2025-04-20T21:57:38.939Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:57:47.719Z", "action": "input", "action_argument": "kitchen trash can"} {"timestamp": "2025-04-20T21:57:49.530Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:05.970Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:09.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:59:52.500Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T22:03:41.408Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T22:03:50.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T22:04:47.612Z", "action": "click_product", "action_argument": "B0DNP3CWG7"} {"timestamp": "2025-04-20T22:05:04.398Z", "action": "click_product", "action_argument": "B000ZIVN9O"} {"timestamp": "2025-04-21T02:00:03.588Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:06:04.621Z", "action": "input", "action_argument": "counter"} {"timestamp": "2025-04-21T02:06:04.681Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:07:37.010Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:39.042Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:42.562Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:45.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:59.291Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:00.357Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:01.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:06.579Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:09.402Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:10.823Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:11.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.132Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:16.746Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:17.392Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:19.457Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:20.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:32.176Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:08:48.182Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:54.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:57.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.225Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.994Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:11.899Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:13.208Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:20.657Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:25.807Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:27.195Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:34.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:36.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:37.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:40.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:41.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:43.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:10:08.250Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:10:27.399Z", "action": "click_product", "action_argument": "/promo/A1U14TP8VU22XM"} {"timestamp": "2025-04-21T02:12:45.616Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:48.610Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:52.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:55.698Z", "action": "purchase", "action_argument": "B0BG38ZL8R"} {"timestamp": "2025-04-21T02:13:11.180Z", "action": "input", "action_argument": "baking pan"} {"timestamp": "2025-04-21T02:13:11.334Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:13:45.328Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:15:21.335Z", "action": "input", "action_argument": "glass stora"} {"timestamp": "2025-04-21T02:15:21.420Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:16:03.898Z", "action": "click_product", "action_argument": "B09QQGY1BW"} {"timestamp": "2025-04-21T02:17:14.376Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:17.540Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:22.261Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:25.440Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:26.159Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.071Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:30.458Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:31.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:34.079Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:19:53.995Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:26.437Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:28.845Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:20:31.104Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:35.384Z", "action": "purchase", "action_argument": "B08XLT1YD8"} {"timestamp": "2025-04-21T02:20:40.097Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:48.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:25:20.495Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:25:22.536Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:25:54.396Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-21T02:26:04.767Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:26:19.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:27:17.204Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:27:22.759Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-21T23:58:20.276Z", "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": "Yatoshi Nonstick Ceramic Cookware Set (7 Piece) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction)", "asin": "B0B7GT6KVJ", "price": "$129.99", "quantity": ""}, {"title": "Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray", "asin": "B0DPGQCF86", "price": "$595.00", "quantity": ""}, {"title": "Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream", "asin": "B0DPGMZHDK", "price": "$595.00", "quantity": ""}, {"title": "Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Navy", "asin": "B0DPGPDWRN", "price": "$595.00", "quantity": ""}, {"title": "16PCS Pots and Pans Set Non Stick Cookware Set Nonstick with Cooking Set (white, 16pieces)", "asin": "B0D943RYCX", "price": "$59.98", "quantity": ""}, {"title": "GreenPan Valencia Pro Hard Anodized 11 Piece Cookware Pots and Pans Set, Ceramic Nonstick PFAS-Free PFOA-Free Coating, Induction, Durable Frying Pans, Saucepans, Lids, Dishwasher & Oven Safe, Gray", "asin": "B071HVQL76", "price": "$395.49", "quantity": ""}, {"title": "Calphalon\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99", "quantity": ""}, {"title": "Caraway Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Gray", "asin": "B0CM6YTMWD", "price": "$495.00", "quantity": ""}, {"title": "Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Sage", "asin": "B0DPGQDSG9", "price": "$595.00", "quantity": ""}, {"title": "GreenPan x Bobby Flay 13 Piece Cookware Pots and Pans Set, Professional Grade Aluminum, PFAS-Free Ceramic Nonstick, Induction Suitable, Stay-Cool Silicone Handle, Dishwasher & Oven Safe, Graphite", "asin": "B0DDLCSNMG", "price": "$229.99", "quantity": ""}, {"title": "CIARRA Non Stick Cookware Set, Ceramic Pots and Pans Set with Lid, Non Toxic Cooking Set, PTFE & PFOA Free, Oven Safe & Compatible with All Stovetops, Blue", "asin": "B0CJM5Z6MB", "price": "$222.00", "quantity": ""}, {"title": "Caraway Stainless Steel Cookware Set (4 Piece) - 5-Ply Stainless Steel Pots & Pans - Includes Fry Pan, Sauce Pan, Saut\u00e9 Pan, Dutch Oven, & Storage - Non Toxic, PTFE & PFOA Free", "asin": "B0CPJSPTS2", "price": "$579.00", "quantity": ""}, {"title": "CookinCraze Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFAS Free, Induction Compatible, Oven & Dishwasher Safe to 500\u00b0F, Cream", "asin": "/promo/AHGI0EXID49PZ", "price": "$259.90", "quantity": ""}, {"title": "Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready", "asin": "B0CV9BR352", "price": "$365.68", "quantity": ""}], "active_items": [{"title": "BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite", "asin": "B0BG38ZL8R", "delivery": "FREE delivery Sun, Apr 27 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "White Granite"}]}, {"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "delivery": "FREE delivery Sat, Apr 26 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "18-Piece"}]}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "delivery": "FREE delivery Sat, Apr 26 available at checkout", "quantity": "1", "selected": true, "options": [{"Color": "Faux Black Stone and White"}]}, {"title": "Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "delivery": "FREE delivery Apr 24 - 29", "quantity": "1", "selected": true, "options": [{"Color": "Green Pu Leather"}, {"Size": "2PCS"}]}], "saved_items": [{"title": "VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80", "asin": "B0CR6KRRQB", "price": "$43.99", "options": [{"Item Shape": "Round"}, {"Color": "Forest Green + Cream White"}]}, {"asin": "B0CR6KRRQB", "options": []}, {"title": "Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White", "asin": "B07QS75B5R", "options": [{"Color": "Sonoma Oak/White"}]}, {"title": "Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)", "asin": "B00068PUJM", "options": []}, {"asin": "B00068PUJM", "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": "2025-04-21T23:58:30.298Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-21T23:58:30.298Z\",\"action\": \"input\",\"acion_argument\": \"ceramic non\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-21T23:58:30.298Z\",\"action\": \"input\",\"acion_argument\": \"ceramic non\",}</answer>", "index": 2746, "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\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:48.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:25:20.495Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:22.536Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:54.396Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-21T02:26:04.767Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:26:19.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:27:17.204Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:27:22.759Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T23:58:20.276Z\", \"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\": \"Yatoshi Nonstick Ceramic Cookware Set (7 Piece) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction)\", \"asin\": \"B0B7GT6KVJ\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray\", \"asin\": \"B0DPGQCF86\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream\", \"asin\": \"B0DPGMZHDK\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Navy\", \"asin\": \"B0DPGPDWRN\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"16PCS Pots and Pans Set Non Stick Cookware Set Nonstick with Cooking Set (white, 16pieces)\", \"asin\": \"B0D943RYCX\", \"price\": \"$59.98\", \"quantity\": \"\"},\n{\"title\": \"GreenPan Valencia Pro Hard Anodized 11 Piece Cookware Pots and Pans Set, Ceramic Nonstick PFAS-Free PFOA-Free Coating, Induction, Durable Frying Pans, Saucepans, Lids, Dishwasher & Oven Safe, Gray\", \"asin\": \"B071HVQL76\", \"price\": \"$395.49\", \"quantity\": \"\"},\n{\"title\": \"Calphalon\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Gray\", \"asin\": \"B0CM6YTMWD\", \"price\": \"$495.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Sage\", \"asin\": \"B0DPGQDSG9\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"GreenPan x Bobby Flay 13 Piece Cookware Pots and Pans Set, Professional Grade Aluminum, PFAS-Free Ceramic Nonstick, Induction Suitable, Stay-Cool Silicone Handle, Dishwasher & Oven Safe, Graphite\", \"asin\": \"B0DDLCSNMG\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"CIARRA Non Stick Cookware Set, Ceramic Pots and Pans Set with Lid, Non Toxic Cooking Set, PTFE & PFOA Free, Oven Safe & Compatible with All Stovetops, Blue\", \"asin\": \"B0CJM5Z6MB\", \"price\": \"$222.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Stainless Steel Cookware Set (4 Piece) - 5-Ply Stainless Steel Pots & Pans - Includes Fry Pan, Sauce Pan, Saut\\u00e9 Pan, Dutch Oven, & Storage - Non Toxic, PTFE & PFOA Free\", \"asin\": \"B0CPJSPTS2\", \"price\": \"$579.00\", \"quantity\": \"\"},\n{\"title\": \"CookinCraze Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFAS Free, Induction Compatible, Oven & Dishwasher Safe to 500\\u00b0F, Cream\", \"asin\": \"/promo/AHGI0EXID49PZ\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready\", \"asin\": \"B0CV9BR352\", \"price\": \"$365.68\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"delivery\": \"FREE delivery Sun, Apr 27 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"White Granite\"}]},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"delivery\": \"FREE delivery Sat, Apr 26 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"delivery\": \"FREE delivery Sat, Apr 26 available at checkout\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"delivery\": \"FREE delivery Apr 24 - 29\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]}],\n\"saved_items\": [{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"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\": \"2025-04-21T23:58:30.298Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:48.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:25:20.495Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:22.536Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:54.396Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-21T02:26:04.767Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:26:19.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:27:17.204Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:27:22.759Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T23:58:20.276Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T23:58:30.298Z\", \"action\": \"input\", \"action_argument\": \"ceramic non\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"ceramic non\"}],\n\"promotion_items\": [{\"title\": \"Yatoshi Nonstick Ceramic Cookware Set (7 Piece) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction)\", \"asin\": \"B0B7GT6KVJ\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray\", \"asin\": \"B0DPGQCF86\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream\", \"asin\": \"B0DPGMZHDK\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Navy\", \"asin\": \"B0DPGPDWRN\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"16PCS Pots and Pans Set Non Stick Cookware Set Nonstick with Cooking Set (white, 16pieces)\", \"asin\": \"B0D943RYCX\", \"price\": \"$59.98\", \"quantity\": \"\"},\n{\"title\": \"GreenPan Valencia Pro Hard Anodized 11 Piece Cookware Pots and Pans Set, Ceramic Nonstick PFAS-Free PFOA-Free Coating, Induction, Durable Frying Pans, Saucepans, Lids, Dishwasher & Oven Safe, Gray\", \"asin\": \"B071HVQL76\", \"price\": \"$395.49\", \"quantity\": \"\"},\n{\"title\": \"Calphalon\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Gray\", \"asin\": \"B0CM6YTMWD\", \"price\": \"$495.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Sage\", \"asin\": \"B0DPGQDSG9\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"GreenPan x Bobby Flay 13 Piece Cookware Pots and Pans Set, Professional Grade Aluminum, PFAS-Free Ceramic Nonstick, Induction Suitable, Stay-Cool Silicone Handle, Dishwasher & Oven Safe, Graphite\", \"asin\": \"B0DDLCSNMG\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"CIARRA Non Stick Cookware Set, Ceramic Pots and Pans Set with Lid, Non Toxic Cooking Set, PTFE & PFOA Free, Oven Safe & Compatible with All Stovetops, Blue\", \"asin\": \"B0CJM5Z6MB\", \"price\": \"$222.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Stainless Steel Cookware Set (4 Piece) - 5-Ply Stainless Steel Pots & Pans - Includes Fry Pan, Sauce Pan, Saut\\u00e9 Pan, Dutch Oven, & Storage - Non Toxic, PTFE & PFOA Free\", \"asin\": \"B0CPJSPTS2\", \"price\": \"$579.00\", \"quantity\": \"\"},\n{\"title\": \"CookinCraze Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFAS Free, Induction Compatible, Oven & Dishwasher Safe to 500\\u00b0F, Cream\", \"asin\": \"/promo/AHGI0EXID49PZ\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready\", \"asin\": \"B0CV9BR352\", \"price\": \"$365.68\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"delivery\": \"FREE delivery Sun, Apr 27 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"White Granite\"}]},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"delivery\": \"FREE delivery Sat, Apr 26 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"delivery\": \"FREE delivery Sat, Apr 26 available at checkout\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"delivery\": \"FREE delivery Apr 24 - 29\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]}],\n\"saved_items\": [{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"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\": \"2025-04-21T23:58:30.386Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-21T23:58:30.386Z
click
suggested_term
rule
train
2,747
2025-04-21T23:58:30.386Z
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": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.931Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:09.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:10.779Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:11.399Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:12.925Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:18.501Z", "action": "input", "action_argument": "carawa"} {"timestamp": "2025-04-20T21:54:18.598Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:54:57.470Z", "action": "click_product", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:34.087Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T21:55:52.551Z", "action": "purchase", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:59.164Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-20T21:57:38.883Z", "action": "input", "action_argument": "kitchen trash"} {"timestamp": "2025-04-20T21:57:38.939Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:57:47.719Z", "action": "input", "action_argument": "kitchen trash can"} {"timestamp": "2025-04-20T21:57:49.530Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:05.970Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:09.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:59:52.500Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T22:03:41.408Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T22:03:50.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T22:04:47.612Z", "action": "click_product", "action_argument": "B0DNP3CWG7"} {"timestamp": "2025-04-20T22:05:04.398Z", "action": "click_product", "action_argument": "B000ZIVN9O"} {"timestamp": "2025-04-21T02:00:03.588Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:06:04.621Z", "action": "input", "action_argument": "counter"} {"timestamp": "2025-04-21T02:06:04.681Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:07:37.010Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:39.042Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:42.562Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:45.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:59.291Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:00.357Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:01.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:06.579Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:09.402Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:10.823Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:11.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.132Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:16.746Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:17.392Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:19.457Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:20.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:32.176Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:08:48.182Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:54.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:57.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.225Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.994Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:11.899Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:13.208Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:20.657Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:25.807Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:27.195Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:34.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:36.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:37.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:40.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:41.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:43.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:10:08.250Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:10:27.399Z", "action": "click_product", "action_argument": "/promo/A1U14TP8VU22XM"} {"timestamp": "2025-04-21T02:12:45.616Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:48.610Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:52.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:55.698Z", "action": "purchase", "action_argument": "B0BG38ZL8R"} {"timestamp": "2025-04-21T02:13:11.180Z", "action": "input", "action_argument": "baking pan"} {"timestamp": "2025-04-21T02:13:11.334Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:13:45.328Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:15:21.335Z", "action": "input", "action_argument": "glass stora"} {"timestamp": "2025-04-21T02:15:21.420Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:16:03.898Z", "action": "click_product", "action_argument": "B09QQGY1BW"} {"timestamp": "2025-04-21T02:17:14.376Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:17.540Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:22.261Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:25.440Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:26.159Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.071Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:30.458Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:31.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:34.079Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:19:53.995Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:26.437Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:28.845Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:20:31.104Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:35.384Z", "action": "purchase", "action_argument": "B08XLT1YD8"} {"timestamp": "2025-04-21T02:20:40.097Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:48.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:25:20.495Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:25:22.536Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:25:54.396Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-21T02:26:04.767Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:26:19.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:27:17.204Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:27:22.759Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-21T23:58:20.276Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T23:58:30.298Z", "action": "input", "action_argument": "ceramic non"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "ceramic non"}], "promotion_items": [{"title": "Yatoshi Nonstick Ceramic Cookware Set (7 Piece) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction)", "asin": "B0B7GT6KVJ", "price": "$129.99", "quantity": ""}, {"title": "Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray", "asin": "B0DPGQCF86", "price": "$595.00", "quantity": ""}, {"title": "Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream", "asin": "B0DPGMZHDK", "price": "$595.00", "quantity": ""}, {"title": "Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Navy", "asin": "B0DPGPDWRN", "price": "$595.00", "quantity": ""}, {"title": "16PCS Pots and Pans Set Non Stick Cookware Set Nonstick with Cooking Set (white, 16pieces)", "asin": "B0D943RYCX", "price": "$59.98", "quantity": ""}, {"title": "GreenPan Valencia Pro Hard Anodized 11 Piece Cookware Pots and Pans Set, Ceramic Nonstick PFAS-Free PFOA-Free Coating, Induction, Durable Frying Pans, Saucepans, Lids, Dishwasher & Oven Safe, Gray", "asin": "B071HVQL76", "price": "$395.49", "quantity": ""}, {"title": "Calphalon\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99", "quantity": ""}, {"title": "Caraway Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Gray", "asin": "B0CM6YTMWD", "price": "$495.00", "quantity": ""}, {"title": "Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Sage", "asin": "B0DPGQDSG9", "price": "$595.00", "quantity": ""}, {"title": "GreenPan x Bobby Flay 13 Piece Cookware Pots and Pans Set, Professional Grade Aluminum, PFAS-Free Ceramic Nonstick, Induction Suitable, Stay-Cool Silicone Handle, Dishwasher & Oven Safe, Graphite", "asin": "B0DDLCSNMG", "price": "$229.99", "quantity": ""}, {"title": "CIARRA Non Stick Cookware Set, Ceramic Pots and Pans Set with Lid, Non Toxic Cooking Set, PTFE & PFOA Free, Oven Safe & Compatible with All Stovetops, Blue", "asin": "B0CJM5Z6MB", "price": "$222.00", "quantity": ""}, {"title": "Caraway Stainless Steel Cookware Set (4 Piece) - 5-Ply Stainless Steel Pots & Pans - Includes Fry Pan, Sauce Pan, Saut\u00e9 Pan, Dutch Oven, & Storage - Non Toxic, PTFE & PFOA Free", "asin": "B0CPJSPTS2", "price": "$579.00", "quantity": ""}, {"title": "CookinCraze Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFAS Free, Induction Compatible, Oven & Dishwasher Safe to 500\u00b0F, Cream", "asin": "/promo/AHGI0EXID49PZ", "price": "$259.90", "quantity": ""}, {"title": "Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready", "asin": "B0CV9BR352", "price": "$365.68", "quantity": ""}], "active_items": [{"title": "BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite", "asin": "B0BG38ZL8R", "delivery": "FREE delivery Sun, Apr 27 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "White Granite"}]}, {"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "delivery": "FREE delivery Sat, Apr 26 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "18-Piece"}]}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "delivery": "FREE delivery Sat, Apr 26 available at checkout", "quantity": "1", "selected": true, "options": [{"Color": "Faux Black Stone and White"}]}, {"title": "Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "delivery": "FREE delivery Apr 24 - 29", "quantity": "1", "selected": true, "options": [{"Color": "Green Pu Leather"}, {"Size": "2PCS"}]}], "saved_items": [{"title": "VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80", "asin": "B0CR6KRRQB", "price": "$43.99", "options": [{"Item Shape": "Round"}, {"Color": "Forest Green + Cream White"}]}, {"asin": "B0CR6KRRQB", "options": []}, {"title": "Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White", "asin": "B07QS75B5R", "options": [{"Color": "Sonoma Oak/White"}]}, {"title": "Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)", "asin": "B00068PUJM", "options": []}, {"asin": "B00068PUJM", "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": "2025-04-21T23:58:30.386Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-21T23:58:30.386Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-21T23:58:30.386Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>", "index": 2747, "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\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:48.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:25:20.495Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:22.536Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:54.396Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-21T02:26:04.767Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:26:19.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:27:17.204Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:27:22.759Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T23:58:20.276Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T23:58:30.298Z\", \"action\": \"input\", \"action_argument\": \"ceramic non\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"ceramic non\"}],\n\"promotion_items\": [{\"title\": \"Yatoshi Nonstick Ceramic Cookware Set (7 Piece) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction)\", \"asin\": \"B0B7GT6KVJ\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Gray\", \"asin\": \"B0DPGQCF86\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Cream\", \"asin\": \"B0DPGMZHDK\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Navy\", \"asin\": \"B0DPGPDWRN\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"16PCS Pots and Pans Set Non Stick Cookware Set Nonstick with Cooking Set (white, 16pieces)\", \"asin\": \"B0D943RYCX\", \"price\": \"$59.98\", \"quantity\": \"\"},\n{\"title\": \"GreenPan Valencia Pro Hard Anodized 11 Piece Cookware Pots and Pans Set, Ceramic Nonstick PFAS-Free PFOA-Free Coating, Induction, Durable Frying Pans, Saucepans, Lids, Dishwasher & Oven Safe, Gray\", \"asin\": \"B071HVQL76\", \"price\": \"$395.49\", \"quantity\": \"\"},\n{\"title\": \"Calphalon\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Gray\", \"asin\": \"B0CM6YTMWD\", \"price\": \"$495.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Sage\", \"asin\": \"B0DPGQDSG9\", \"price\": \"$595.00\", \"quantity\": \"\"},\n{\"title\": \"GreenPan x Bobby Flay 13 Piece Cookware Pots and Pans Set, Professional Grade Aluminum, PFAS-Free Ceramic Nonstick, Induction Suitable, Stay-Cool Silicone Handle, Dishwasher & Oven Safe, Graphite\", \"asin\": \"B0DDLCSNMG\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"CIARRA Non Stick Cookware Set, Ceramic Pots and Pans Set with Lid, Non Toxic Cooking Set, PTFE & PFOA Free, Oven Safe & Compatible with All Stovetops, Blue\", \"asin\": \"B0CJM5Z6MB\", \"price\": \"$222.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Stainless Steel Cookware Set (4 Piece) - 5-Ply Stainless Steel Pots & Pans - Includes Fry Pan, Sauce Pan, Saut\\u00e9 Pan, Dutch Oven, & Storage - Non Toxic, PTFE & PFOA Free\", \"asin\": \"B0CPJSPTS2\", \"price\": \"$579.00\", \"quantity\": \"\"},\n{\"title\": \"CookinCraze Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFAS Free, Induction Compatible, Oven & Dishwasher Safe to 500\\u00b0F, Cream\", \"asin\": \"/promo/AHGI0EXID49PZ\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Lux 13pc Forged Lightweight Cookware Set PFAS Free, Healthy G10 Duralon Ceramic Coating, Ultra Non-Stick, Stay-Cool Handles, Works on All Cooktops & Induction Ready\", \"asin\": \"B0CV9BR352\", \"price\": \"$365.68\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"delivery\": \"FREE delivery Sun, Apr 27 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"White Granite\"}]},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"delivery\": \"FREE delivery Sat, Apr 26 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"delivery\": \"FREE delivery Sat, Apr 26 available at checkout\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"delivery\": \"FREE delivery Apr 24 - 29\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]}],\n\"saved_items\": [{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"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\": \"2025-04-21T23:58:30.386Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", 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\"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": 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\"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:48.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:25:20.495Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:22.536Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:54.396Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-21T02:26:04.767Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:26:19.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:27:17.204Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:27:22.759Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T23:58:20.276Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T23:58:30.298Z\", \"action\": \"input\", \"action_argument\": \"ceramic non\"}\n{\"timestamp\": \"2025-04-21T23:58:30.386Z\", \"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\": \"ceramic nonstick cookware set\"}],\n\"cart_items\": [{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.64\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Our Place\\nAlways Pan 2.0-10.5\\u201d (2.6 Qt) Nonstick, Toxin-Free Ceramic Cookware | Patented 10-in-1 Aluminum Frying & Saut\\u00e9 Pan | Safe for Oven, Induction & All Cooktops up to 450\\u00b0F | Steam\\nAluminum\", \"asin\": \"B0C6SPHV19\", \"price\": \"$125.00\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE\\n17 Piece Ceramic Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Dishwasher \\uff06 Oven Safe, PFAS/PTFE/PFOA Free (Almond Beige)\", \"asin\": \"B0D4TDBZN3\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE\\nCeramic Pots and Pans Set Nonstick, Kitchen Cookware Sets, 14-Piece Induction Cookware, Non-toxic Healthy Non Stick Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0CYNZQJ9W\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE\\nNonstick Ceramic Cookware Set 23-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS & PFOA Free\", \"asin\": \"B0DCBX34CB\", \"price\": \"$168.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DDLCSNMG\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Caraway\\nNonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Sur La Table\\nKitchen Essentials 10 Piece PFA Free Non-Toxic Titanium Ceramic Nonstick Interior Forged Aluminum Cookware Pots and Pans Set - Green - Induction Compatible\", \"asin\": \"B0CB7GJPCM\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"GreenPan\\nx Bobby Flay 13 Piece Cookware Pots and Pans Set, Professional Grade Aluminum, PFAS-Free Ceramic Nonstick, Induction Suitable, Stay-Cool Silicone Handle, Dishwasher & Oven Safe, Graphite\", \"asin\": \"B0DDLCSNMG\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway\\nMini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream\", \"asin\": \"B0C128VD3B\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"Nuwave\\nHealthy Duralon Blue Ceramic Nonstick Cookware Set, Diamond Infused Scratch-Resistant, PFAS Free, Dishwasher & Oven Safe, Induction Ready & Evenly Heats, Tempered Glass Lids & Stay-Cool Handles\", \"asin\": \"B0CGXXVH41\", \"price\": \"$259.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Caraway Nonstick Ceramic Bakeware Set (11 Pieces) - Baking Sheets, Assorted Baking Pans, Cooling Rack, & Storage - Aluminized Steel Body - Non Toxic, PTFE & PFOA Free - Cream.\\\" Rated 4.7 out of 5 stars by 948 reviews. Not eligible for Prime.\", \"asin\": \"B09YTND3F2\"},\n{\"title\": \"Go to detail page for \\\"Caraway Nonstick Ceramic Bakeware Set (11 Pieces) - Baking Sheets, Assorted Baking Pans, Cooling Rack, & Storage - Aluminized Steel Body - Non Toxic, PTFE & PFOA Free - Navy.\\\" Rated 4.7 out of 5 stars by 948 reviews. Not eligible for Prime.\", \"asin\": \"B09YTLHPFP\"},\n{\"title\": \"Go to detail page for \\\"Caraway Nonstick Ceramic Bakeware Set (11 Pieces) - Baking Sheets, Assorted Baking Pans, Cooling Rack, & Storage - Aluminized Steel Body - Non Toxic, PTFE & PFOA Free - Gray.\\\" Rated 4.7 out of 5 stars by 948 reviews. Not eligible for Prime.\", \"asin\": \"B09YTFZLW5\"}],\n\"search_results\": [{\"title\": \"Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"delivery\": \"FREE delivery Mon, Apr 28\"},\n{\"title\": \"Kitchen Essentials 10 Piece PFA Free Non-Toxic Titanium Ceramic Nonstick Interior Forged Aluminum Cookware Pots and Pans Set - Linen White - Induction Compatible\", \"asin\": \"B0CB7GNKMG\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Valencia Pro Stainless Steel 10 Piece Cookware Pots and Pans Set, Induction Suitable Mirrored Tri-Ply, Ceramic Nonstick PFAS-Free PFOA-Free Coating, Multi Clad, Dishwasher Oven & Broiler Safe\", \"asin\": \"B0D4FCCYXK\", \"price\": \"$488.76\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Ceramic Cookware Sets, Pots and Pans Set Nonstick, 20-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set with Stay-Cool Handles, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0CYP1Q3NZ\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Ceramic Nonstick Cookware Set, Healthy,Non Toxic,17-Pieces Pots and Pans Set Removable Handles,Induction RV Kitchen Set,Stain & Scratch-resistant,Dishwasher/Oven Safe,PFAS/PFOA Free,Cream White\", \"asin\": \"B0CRSZ9MC5\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"23 Pcs Pots and Pans Set Non Stick, Ceramic Cookware Set Detachable Handle, RV Kitchen Cooking Set Removable Handles, Oven Safe, Induction Ready, Stackable Non-stick Set, Cream White\", \"asin\": \"B0DS1VT6CW\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Nonstick Ceramic Cookware Set 13-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Tools and Pot Protectors, PFAS and PFOA Free\", \"asin\": \"B0BZHG5VQL\", \"price\": \"$65.95\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"19 Pcs Pots and Pans Set Non Stick Ceramic Cookware Set with Removable Handles, Non Toxic Induction Kitchen Cookware Sets RV Cookware,Dishwasher/Oven Safe PFAS/PTFE/PFOA Free Cream White\", \"asin\": \"B0D95XGXXF\", \"price\": \"$75.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Ceramic Non-Stick 12-Piece Cookware Set, Gray - Pots, Pans and Utensils\", \"asin\": \"B07Y59H2NL\", \"price\": \"$75.70\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Lockton Premium Nonstick PFA Free Ceramic Interior 10 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Linen White w/Gold Handle\", \"asin\": \"B0BNJXV9WH\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"x Bobby Flay 13 Piece Cookware Pots and Pans Set, Professional Grade Aluminum, PFAS-Free Ceramic Nonstick, Induction Suitable, Stay-Cool Silicone Handle, Dishwasher & Oven Safe, Graphite\", \"asin\": \"B0DDLCSNMG\", \"price\": \"$229.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Emmeline Premium Nonstick PFA Free Ceramic Interior 12 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Teal\", \"asin\": \"B0DJCJNXG2\", \"price\": \"$189.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"21Pcs Pots and Pans Set, Nonstick Cookware Sets, White Granite Induction Cookware Non Stick Cooking Set w/Frying Pans & Saucepans(PFOS, PFOA Free)\", \"asin\": \"B0C8HPJW4J\", \"price\": \"$127.49\", \"delivery\": \"FREE delivery Sun, Apr 27 Or fastest delivery Fri, Apr 25\"},\n{\"title\": \"24 Pcs Pots and Pans Set Non Stick Ceramic Cookware Set,Healthy Non Toxic Kitchen Cookware Sets with Large Capacity,Induction Compatible,Dishwasher Safe,PFAS/PTFE/PFOA/PFOS Free,Cream White\", \"asin\": \"B0DS1NXDFH\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Soft Grip 16 Piece Cookware Set, Non-Toxic PFAS-Free Ceramic Nonstick, Pots, Frying, Sauce, Saute, Glass Lids, Stay-Cool Handles, Wobble Free Bases, Dishwasher & Oven Safe, Turquoise\", \"asin\": \"B071X9PTYV\", \"price\": \"$73.43\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Ceramic Cookware Sets, Pots and Pans Set Non Stick Non Toxic, Induction Cookware, Kitchen Cookware Sets, Pots Set for Healthy Coooking 15PCS, Taupe\", \"asin\": \"B0CM9HV6XM\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Blue Velvet\", \"asin\": \"B0CH1SSTMF\", \"price\": \"$219.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Apr 29 - May 3 Or fastest delivery Apr 27 - 30\"},\n{\"title\": \"Healthy Duralon Blue Ceramic Nonstick Cookware Set, Diamond Infused Scratch-Resistant, PFAS Free, Dishwasher & Oven Safe, Induction Ready & Evenly Heats, Tempered Glass Lids & Stay-Cool Handles\", \"asin\": \"B0CGXXVH41\", \"price\": \"$259.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Nonstick Ceramic Cookware Set 23-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS & PFOA Free\", \"asin\": \"B0DCBX34CB\", \"price\": \"$168.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Thu, Apr 24\"},\n{\"title\": \"Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick Pot&Pan With Lid Cream White Granite Induction Compatible with Glass Lids Crepe Frying Pan PFOA/PFOS-Free\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Fresh Gourmet Recycled Ceramic Non Stick Cookware Set 12 Piece, Oven Broiler Safe 500F, Lid Safe 350F, Kitchen Cooking Set W/Fry Pans, Saucepans, Dutch Oven, Utensils, Pots and Pans Set, Grey\", \"asin\": \"B0B174PHKC\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"14pcs Ceramic Cookware Set, Pots and Pans Set Non Stick, Nonstick Cookware Set, Dishwasher Safe Non-toxic Healthy Nonstick Cooking Set, with Frying Pans Set, Cream\", \"asin\": \"B0DNZ6MF2R\", \"price\": \"$55.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Preserve Ceramic, Ceramic Non Stick Cookware Set 13 Piece, Oven Broiler Safe 350F, Kitchen Cookware Set w/Frypans, Saucepans, Sautepan, Dutch Oven, Lids, Pan Protectors, Pots and Pans, Blue\", \"asin\": \"B0DJG4SXYN\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Ceramic Cookware Set 12 Piece, Healthy & PFOA/PFAS Free, Nonstick Pots and Pans Set, Induction-Compatible, Taupe\", \"asin\": \"B0DJR7FJYZ\", \"price\": \"$84.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Ceramic Pro 10-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Stove to Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39010MM\", \"asin\": \"B0D31ZKSSK\", \"price\": \"$249.00\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"21 Pcs Pots and Pans Set Non Stick, Ceramic Cookware Set Detachable Handle, RV Kitchen Cooking Set Removable Handles, Oven Safe, Induction Ready, Stackable Non-stick Set, Cream White\", \"asin\": \"B0DB6ZH1M9\", \"price\": \"$66.49\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Rio 16 Piece Cookware Pots and Pans Set, Hard Anodized Healthy Ceramic Nonstick PFAS-Free, Bakelite Handles, Frypans, Saucepan, Saute Pan, Stock Pot, Kitchen Tools, Dishwasher Safe, Black\", \"asin\": \"B07XLG5XXL\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery\"},\n{\"title\": \"12 Pc Ceramic Pots and Pans Set Non Stick, Kitchen Cookware Sets, Pot and Pan Set, Ceramic Cookware Set, Non Toxic Cookware Set, Non Stick Pots and Pan Set, Oven Dishwasher Safe - Copper\", \"asin\": \"B08P44SNWJ\", \"price\": \"$78.48\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Refresh Ceramic, Ceramic Non Stick Cookware Set 20 Piece, Oven Broiler Safe 350F, Kitchen Set w/Egg Pan, Fry Pans, Saucepans, Griddle, Sautepan, Dutch Oven & Utensils, Pots, Pans, Moon Gray\", \"asin\": \"B0D1HTY3CS\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sun, Apr 27 Or fastest delivery Fri, Apr 25\"},\n{\"title\": \"17 Piece Ceramic Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Dishwasher \\uff06 Oven Safe, PFAS/PTFE/PFOA Free (Almond Beige)\", \"asin\": \"B0D4TDBZN3\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"11pcs Pots and Pans Set, Nonstick Cookware Detachable/Removable Handle, Induction RV Kitchen Set, Oven Safe, Cream White\", \"asin\": \"B0B2K47S1T\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"19pcs Pots and Pans Set, Nonstick Cookware Set Detachable Handle, Induction Kitchen Cookware Sets Non Stick with Removable Handle, RV Cookware Set, Gold and Purple\", \"asin\": \"B0DL36YX4R\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"25pcs Ceramic Cookware Set, Pots and Pans Set Non Stick, Induction Kitchen Sets, Non Stick RV Cookware with Detachable Handle, Dishwasher/Oven Safe Cookware Set, Dark Gray\", \"asin\": \"B0DPKDRB61\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"12 Piece Cookware Set with EverGood\\u2122 Ceramic Nonstick Coating\\u200b, Dishwasher & Oven Safe, All Stovetops Compatible, Tempered Glass Lids and Cool Touch Handles, Oatmilk\", \"asin\": \"B0D26G6M9F\", \"price\": \"$48.59\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Canterbury Hard Anodized Healthy Ceramic Nonstick, 10 Piece Cookware Pots and Pans Set, PFAS-Free, Dishwasher Safe, Oven Safe, Black\", \"asin\": \"B0B22246YV\", \"price\": \"$209.81\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Pans and Pots Set Nonstick, Ceramic Cookware Set with Detachable Handles, Healthy,Non Toxic, Kitchen Cookware Sets16Pcs, Induction RV Kitchen Set, PFAS PFOA & PTFE Free, Beige White\", \"asin\": \"B0DXQ2FXKT\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Pots and Pans Set Non Stick: 7 Pack Ceramic Cookware Set with Detachable Handle, Healthy Non Toxic Kitchen Cooking Pots with Frying Pans, Grill Pan\", \"asin\": \"B0DHD2PTD3\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Treviso 10 Piece Cookware Set, Non-Toxic PFAS-Free Stainless Steel Ceramic Nonstick Coating, Induction Suitable, Pots, Pans Lids, Saut\\u00e9 & Saucepans, Multi Clad, Dishwasher & Oven Safe\", \"asin\": \"B09GP81GVJ\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Thu, Apr 24\"},\n{\"title\": \"20 Pc Ceramic Cookware Set Nonstick, Pots and Pans Set Non Stick for Kitchen with Bakeware and Utensils, Pots and Pans for Cooking, Non Toxic Cookware Sets, Oven & Dishwasher Safe\", \"asin\": \"B0CJG5825H\", \"delivery\": \"\"},\n{\"title\": \"12 Pc Ceramic Cookware Set Nonstick, Pots and Pans Set Non Stick for Kitchen with Frying Pan, Sauce Pan, Pots and Pans for Cooking, Non Toxic Cookware Sets, Oven and Dishwasher Safe\", \"asin\": \"B0CG7HWNKZ\", \"price\": \"$83.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Pots and Pans Set Non Stick | Extended Life Select Ceramic Cookware Set | 10-Piece Nonstick | PFOA Free | Oven Safe to 350\\u00b0F | Induction Compatible | CK89010BF\", \"asin\": \"B0DDVGTBH2\", \"delivery\": \"\"},\n{\"title\": \"Nonstick Ceramic Cookware Set 23-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS & PFOA Free\", \"asin\": \"B0DCBX34CB\", \"price\": \"$168.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Thu, Apr 24\"},\n{\"title\": \"18Pcs Nonstick Ceramic Cookware Set, PFAS/PFOA Free, Cream White Pots and Pans Set Non Stick, Non-toxic Cookware,Kitchen Cooking Pan Set, Large Capacity\", \"asin\": \"B0DJRBGNZF\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$66.39\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"21 Pcs Pots and Pans Set Non Stick Ceramic kitchen Cookware Set Detachable Handle, Removable Handles,Oven Safe, Induction Ready, Stackable Non-stick Set,Cream White\", \"asin\": \"B0DS629JYJ\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Ceramic Pots and Pans Set Non Stick, Nonstick Kitchen Cookware Sets, Non Toxic Pots and Pans Set Non Stick, PFAS PFOA & PTFE Free, Detachable Handle Pots and Pans 5 Piece, RV Cookware\", \"asin\": \"B0C4F8L3X6\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Pots and Pans Set, Nonstick Cookware Set Detachable Handle, 15pcs Induction Kitchen Cookware Sets Non Stick with Removable Handle, RV Cookware Set, Oven Safe, Sage Green\", \"asin\": \"B0CNKJ1ZG1\", \"price\": \"$55.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"9 Piece StoreMore Cookware Set, Fits-anywhere\\u2122 Kitchenware w EverGood\\u2122 Ceramic Nonstick Coating\\u200b, Dishwasher & Oven Safe, All Stovetops Compatible, Stackable Design, Cool Touch Handles, Oatmilk\", \"asin\": \"B0D26FJ5ZP\", \"price\": \"$36.41\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"11-Piece Ceramic Non-Stick Pots and Pans Set, Dishwasher & Oven Safe, Non-Toxic, Easy Clean, Black/Cream\", \"asin\": \"B0BBQ9RMZT\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"21 Piece Kitchen Set with EverGood\\u2122 Ceramic Nonstick Coating\\u200b, Dishwasher & Oven Safe, All Stovetops Compatible, Tempered Glass Lids & Cool Touch Handles, Oatmilk\", \"asin\": \"B0D26G21L5\", \"price\": \"$71.06\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Nonstick Ceramic Cookware Set 16-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS and PFOA Free\", \"asin\": \"B0CXHDNBSS\", \"price\": \"$99.74\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Valencia Pro Hard Anodized 11 Piece Cookware Pots and Pans Set, Ceramic Nonstick PFAS-Free PFOA-Free Coating, Induction, Durable Frying Pans, Saucepans, Lids, Dishwasher & Oven Safe, Gray\", \"asin\": \"B071HVQL76\", \"price\": \"$395.49\", \"delivery\": \"FREE delivery Wed, Apr 23\"},\n{\"title\": \"Nonstick Pots and Pans,Cookware Set 16pcs Kitchen Cooking Sets, Pot and Pan Non Stick w/Frying pan\", \"asin\": \"B0DGLVW188\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"23pcs Pots and Pans Set Non Stick, Cookware Sets, Kitchen Set, Oven/Dishwasher/Fridge Safe, Space Saving Pots Set, Nonstick Set with Versatile Detachable Handle, Induction RV Set, Cream\", \"asin\": \"B0DKNNDDS8\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T23:58:50.617Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-21T23:58:50.617Z
click
search
rule
train
2,748
2025-04-21T23:58:50.617Z
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": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.931Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:09.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:10.779Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:11.399Z", "action": "click", "action_argument": "review"} 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Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick Pot&Pan With Lid Cream White Granite Induction Compatible with Glass Lids Crepe Frying Pan PFOA/PFOS-Free", "asin": "B0DTHKY4JJ", "price": "$109.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "Fresh Gourmet Recycled Ceramic Non Stick Cookware Set 12 Piece, Oven Broiler Safe 500F, Lid Safe 350F, Kitchen Cooking Set W/Fry Pans, Saucepans, Dutch Oven, Utensils, Pots and Pans Set, Grey", "asin": "B0B174PHKC", "price": "$109.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "14pcs Ceramic Cookware Set, Pots and Pans Set Non Stick, Nonstick Cookware Set, Dishwasher Safe Non-toxic Healthy Nonstick Cooking Set, with Frying Pans Set, Cream", "asin": "B0DNZ6MF2R", "price": "$55.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "Preserve Ceramic, Ceramic Non Stick Cookware Set 13 Piece, Oven Broiler Safe 350F, Kitchen Cookware Set w/Frypans, Saucepans, Sautepan, Dutch Oven, Lids, Pan Protectors, Pots and Pans, Blue", "asin": "B0DJG4SXYN", "price": "$149.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Ceramic Cookware Set 12 Piece, Healthy & PFOA/PFAS Free, Nonstick Pots and Pans Set, Induction-Compatible, Taupe", "asin": "B0DJR7FJYZ", "price": "$84.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Ceramic Pro 10-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Stove to Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39010MM", "asin": "B0D31ZKSSK", "price": "$249.00", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "21 Pcs Pots and Pans Set Non Stick, Ceramic Cookware Set Detachable Handle, RV Kitchen Cooking Set Removable Handles, Oven Safe, Induction Ready, Stackable Non-stick Set, Cream White", "asin": "B0DB6ZH1M9", "price": "$66.49", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\u00b0F, Pistachio", "asin": "B0CH1SNCPT", "price": "$219.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Rio 16 Piece Cookware Pots and Pans Set, Hard Anodized Healthy Ceramic Nonstick PFAS-Free, Bakelite Handles, Frypans, Saucepan, Saute Pan, Stock Pot, Kitchen Tools, Dishwasher Safe, Black", "asin": "B07XLG5XXL", "price": "$99.99", "delivery": "FREE delivery"}, {"title": "12 Pc Ceramic Pots and Pans Set Non Stick, Kitchen Cookware Sets, Pot and Pan Set, Ceramic Cookware Set, Non Toxic Cookware Set, Non Stick Pots and Pan Set, Oven Dishwasher Safe - Copper", "asin": "B08P44SNWJ", "price": "$78.48", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Refresh Ceramic, Ceramic Non Stick Cookware Set 20 Piece, Oven Broiler Safe 350F, Kitchen Set w/Egg Pan, Fry Pans, Saucepans, Griddle, Sautepan, Dutch Oven & Utensils, Pots, Pans, Moon Gray", "asin": "B0D1HTY3CS", "price": "$119.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors", "asin": "B0CSPP7G91", "price": "$69.99", "delivery": "FREE delivery Sun, Apr 27 Or fastest delivery Fri, Apr 25"}, {"title": "17 Piece Ceramic Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Dishwasher \uff06 Oven Safe, PFAS/PTFE/PFOA Free (Almond Beige)", "asin": "B0D4TDBZN3", "price": "$89.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "11pcs Pots and Pans Set, Nonstick Cookware Detachable/Removable Handle, Induction RV Kitchen Set, Oven Safe, Cream White", "asin": "B0B2K47S1T", "price": "$45.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"}, {"title": "19pcs Pots and Pans Set, Nonstick Cookware Set Detachable Handle, Induction Kitchen Cookware Sets Non Stick with Removable Handle, RV Cookware Set, Gold and Purple", "asin": "B0DL36YX4R", "price": "$99.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "25pcs Ceramic Cookware Set, Pots and Pans Set Non Stick, Induction Kitchen Sets, Non Stick RV Cookware with Detachable Handle, Dishwasher/Oven Safe Cookware Set, Dark Gray", "asin": "B0DPKDRB61", "price": "$129.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "12 Piece Cookware Set with EverGood\u2122 Ceramic Nonstick Coating\u200b, Dishwasher & Oven Safe, All Stovetops Compatible, Tempered Glass Lids and Cool Touch Handles, Oatmilk", "asin": "B0D26G6M9F", "price": "$48.59", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Canterbury Hard Anodized Healthy Ceramic Nonstick, 10 Piece Cookware Pots and Pans Set, PFAS-Free, Dishwasher Safe, Oven Safe, Black", "asin": "B0B22246YV", "price": "$209.81", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Pans and Pots Set Nonstick, Ceramic Cookware Set with Detachable Handles, Healthy,Non Toxic, Kitchen Cookware Sets16Pcs, Induction RV Kitchen Set, PFAS PFOA & PTFE Free, Beige White", "asin": "B0DXQ2FXKT", "price": "$59.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "Pots and Pans Set Non Stick: 7 Pack Ceramic Cookware Set with Detachable Handle, Healthy Non Toxic Kitchen Cooking Pots with Frying Pans, Grill Pan", "asin": "B0DHD2PTD3", "price": "$42.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "Treviso 10 Piece Cookware Set, Non-Toxic PFAS-Free Stainless Steel Ceramic Nonstick Coating, Induction Suitable, Pots, Pans Lids, Saut\u00e9 & Saucepans, Multi Clad, Dishwasher & Oven Safe", "asin": "B09GP81GVJ", "price": "$199.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Thu, Apr 24"}, {"title": "20 Pc Ceramic Cookware Set Nonstick, Pots and Pans Set Non Stick for Kitchen with Bakeware and Utensils, Pots and Pans for Cooking, Non Toxic Cookware Sets, Oven & Dishwasher Safe", "asin": "B0CJG5825H", "delivery": ""}, {"title": "12 Pc Ceramic Cookware Set Nonstick, Pots and Pans Set Non Stick for Kitchen with Frying Pan, Sauce Pan, Pots and Pans for Cooking, Non Toxic Cookware Sets, Oven and Dishwasher Safe", "asin": "B0CG7HWNKZ", "price": "$83.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Pots and Pans Set Non Stick | Extended Life Select Ceramic Cookware Set | 10-Piece Nonstick | PFOA Free | Oven Safe to 350\u00b0F | Induction Compatible | CK89010BF", "asin": "B0DDVGTBH2", "delivery": ""}, {"title": "Nonstick Ceramic Cookware Set 23-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS & PFOA Free", "asin": "B0DCBX34CB", "price": "$168.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Thu, Apr 24"}, {"title": "18Pcs Nonstick Ceramic Cookware Set, PFAS/PFOA Free, Cream White Pots and Pans Set Non Stick, Non-toxic Cookware,Kitchen Cooking Pan Set, Large Capacity", "asin": "B0DJRBGNZF", "price": "$69.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\" 9.5\" 11\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White", "asin": "B0CF44XRS9", "price": "$66.39", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"}, {"title": "21 Pcs Pots and Pans Set Non Stick Ceramic kitchen Cookware Set Detachable Handle, Removable Handles,Oven Safe, Induction Ready, Stackable Non-stick Set,Cream White", "asin": "B0DS629JYJ", "price": "$79.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "Ceramic Pots and Pans Set Non Stick, Nonstick Kitchen Cookware Sets, Non Toxic Pots and Pans Set Non Stick, PFAS PFOA & PTFE Free, Detachable Handle Pots and Pans 5 Piece, RV Cookware", "asin": "B0C4F8L3X6", "price": "$39.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "Pots and Pans Set, Nonstick Cookware Set Detachable Handle, 15pcs Induction Kitchen Cookware Sets Non Stick with Removable Handle, RV Cookware Set, Oven Safe, Sage Green", "asin": "B0CNKJ1ZG1", "price": "$55.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "9 Piece StoreMore Cookware Set, Fits-anywhere\u2122 Kitchenware w EverGood\u2122 Ceramic Nonstick Coating\u200b, Dishwasher & Oven Safe, All Stovetops Compatible, Stackable Design, Cool Touch Handles, Oatmilk", "asin": "B0D26FJ5ZP", "price": "$36.41", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "11-Piece Ceramic Non-Stick Pots and Pans Set, Dishwasher & Oven Safe, Non-Toxic, Easy Clean, Black/Cream", "asin": "B0BBQ9RMZT", "price": "$74.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "21 Piece Kitchen Set with EverGood\u2122 Ceramic Nonstick Coating\u200b, Dishwasher & Oven Safe, All Stovetops Compatible, Tempered Glass Lids & Cool Touch Handles, Oatmilk", "asin": "B0D26G21L5", "price": "$71.06", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Nonstick Ceramic Cookware Set 16-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS and PFOA Free", "asin": "B0CXHDNBSS", "price": "$99.74", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Valencia Pro Hard Anodized 11 Piece Cookware Pots and Pans Set, Ceramic Nonstick PFAS-Free PFOA-Free Coating, Induction, Durable Frying Pans, Saucepans, Lids, Dishwasher & Oven Safe, Gray", "asin": "B071HVQL76", "price": "$395.49", "delivery": "FREE delivery Wed, Apr 23"}, {"title": "Nonstick Pots and Pans,Cookware Set 16pcs Kitchen Cooking Sets, Pot and Pan Non Stick w/Frying pan", "asin": "B0DGLVW188", "price": "$89.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"}, {"title": "23pcs Pots and Pans Set Non Stick, Cookware Sets, Kitchen Set, Oven/Dishwasher/Fridge Safe, Space Saving Pots Set, Nonstick Set with Versatile Detachable Handle, Induction RV Set, Cream", "asin": "B0DKNNDDS8", "price": "$89.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-21T23:58:50.617Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-21T23:58:50.617Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-21T23:58:50.617Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2748, "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\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": 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Teal\", \"asin\": \"B0DJCJNXG2\", \"price\": \"$189.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"21Pcs Pots and Pans Set, Nonstick Cookware Sets, White Granite Induction Cookware Non Stick Cooking Set w/Frying Pans & Saucepans(PFOS, PFOA Free)\", \"asin\": \"B0C8HPJW4J\", \"price\": \"$127.49\", \"delivery\": \"FREE delivery Sun, Apr 27 Or fastest delivery Fri, Apr 25\"},\n{\"title\": \"24 Pcs Pots and Pans Set Non Stick Ceramic Cookware Set,Healthy Non Toxic Kitchen Cookware Sets with Large Capacity,Induction Compatible,Dishwasher Safe,PFAS/PTFE/PFOA/PFOS Free,Cream White\", \"asin\": \"B0DS1NXDFH\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Soft Grip 16 Piece Cookware Set, Non-Toxic PFAS-Free Ceramic Nonstick, Pots, Frying, Sauce, Saute, Glass Lids, Stay-Cool Handles, Wobble Free Bases, Dishwasher & Oven Safe, Turquoise\", \"asin\": \"B071X9PTYV\", \"price\": \"$73.43\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Ceramic Cookware Sets, Pots and Pans Set Non Stick Non Toxic, Induction Cookware, Kitchen Cookware Sets, Pots Set for Healthy Coooking 15PCS, Taupe\", \"asin\": \"B0CM9HV6XM\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Blue Velvet\", \"asin\": \"B0CH1SSTMF\", \"price\": \"$219.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Apr 29 - May 3 Or fastest delivery Apr 27 - 30\"},\n{\"title\": \"Healthy Duralon Blue Ceramic Nonstick Cookware Set, Diamond Infused Scratch-Resistant, PFAS Free, Dishwasher & Oven Safe, Induction Ready & Evenly Heats, Tempered Glass Lids & Stay-Cool Handles\", \"asin\": \"B0CGXXVH41\", \"price\": \"$259.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Nonstick Ceramic Cookware Set 23-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS & PFOA Free\", \"asin\": \"B0DCBX34CB\", \"price\": \"$168.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Thu, Apr 24\"},\n{\"title\": \"Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick Pot&Pan With Lid Cream White Granite Induction Compatible with Glass Lids Crepe Frying Pan PFOA/PFOS-Free\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Fresh Gourmet Recycled Ceramic Non Stick Cookware Set 12 Piece, Oven Broiler Safe 500F, Lid Safe 350F, Kitchen Cooking Set W/Fry Pans, Saucepans, Dutch Oven, Utensils, Pots and Pans Set, Grey\", \"asin\": \"B0B174PHKC\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"14pcs Ceramic Cookware Set, Pots and Pans Set Non Stick, Nonstick Cookware Set, Dishwasher Safe Non-toxic Healthy Nonstick Cooking Set, with Frying Pans Set, Cream\", \"asin\": \"B0DNZ6MF2R\", \"price\": \"$55.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Preserve Ceramic, Ceramic Non Stick Cookware Set 13 Piece, Oven Broiler Safe 350F, Kitchen Cookware Set w/Frypans, Saucepans, Sautepan, Dutch Oven, Lids, Pan Protectors, Pots and Pans, Blue\", \"asin\": \"B0DJG4SXYN\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Ceramic Cookware Set 12 Piece, Healthy & PFOA/PFAS Free, Nonstick Pots and Pans Set, Induction-Compatible, Taupe\", \"asin\": \"B0DJR7FJYZ\", \"price\": \"$84.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Ceramic Pro 10-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Stove to Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39010MM\", \"asin\": \"B0D31ZKSSK\", \"price\": \"$249.00\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"21 Pcs Pots and Pans Set Non Stick, Ceramic Cookware Set Detachable Handle, RV Kitchen Cooking Set Removable Handles, Oven Safe, Induction Ready, Stackable Non-stick Set, Cream White\", \"asin\": \"B0DB6ZH1M9\", \"price\": \"$66.49\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Rio 16 Piece Cookware Pots and Pans Set, Hard Anodized Healthy Ceramic Nonstick PFAS-Free, Bakelite Handles, Frypans, Saucepan, Saute Pan, Stock Pot, Kitchen Tools, Dishwasher Safe, Black\", \"asin\": \"B07XLG5XXL\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery\"},\n{\"title\": \"12 Pc Ceramic Pots and Pans Set Non Stick, Kitchen Cookware Sets, Pot and Pan Set, Ceramic Cookware Set, Non Toxic Cookware Set, Non Stick Pots and Pan Set, Oven Dishwasher Safe - Copper\", \"asin\": \"B08P44SNWJ\", \"price\": \"$78.48\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Refresh Ceramic, Ceramic Non Stick Cookware Set 20 Piece, Oven Broiler Safe 350F, Kitchen Set w/Egg Pan, Fry Pans, Saucepans, Griddle, Sautepan, Dutch Oven & Utensils, Pots, Pans, Moon Gray\", \"asin\": \"B0D1HTY3CS\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sun, Apr 27 Or fastest delivery Fri, Apr 25\"},\n{\"title\": \"17 Piece Ceramic Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Dishwasher \\uff06 Oven Safe, PFAS/PTFE/PFOA Free (Almond Beige)\", \"asin\": \"B0D4TDBZN3\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"11pcs Pots and Pans Set, Nonstick Cookware Detachable/Removable Handle, Induction RV Kitchen Set, Oven Safe, Cream White\", \"asin\": \"B0B2K47S1T\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"19pcs Pots and Pans Set, Nonstick Cookware Set Detachable Handle, Induction Kitchen Cookware Sets Non Stick with Removable Handle, RV Cookware Set, Gold and Purple\", \"asin\": \"B0DL36YX4R\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"25pcs Ceramic Cookware Set, Pots and Pans Set Non Stick, Induction Kitchen Sets, Non Stick RV Cookware with Detachable Handle, Dishwasher/Oven Safe Cookware Set, Dark Gray\", \"asin\": \"B0DPKDRB61\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"12 Piece Cookware Set with EverGood\\u2122 Ceramic Nonstick Coating\\u200b, Dishwasher & Oven Safe, All Stovetops Compatible, Tempered Glass Lids and Cool Touch Handles, Oatmilk\", \"asin\": \"B0D26G6M9F\", \"price\": \"$48.59\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Canterbury Hard Anodized Healthy Ceramic Nonstick, 10 Piece Cookware Pots and Pans Set, PFAS-Free, Dishwasher Safe, Oven Safe, Black\", \"asin\": \"B0B22246YV\", \"price\": \"$209.81\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Pans and Pots Set Nonstick, Ceramic Cookware Set with Detachable Handles, Healthy,Non Toxic, Kitchen Cookware Sets16Pcs, Induction RV Kitchen Set, PFAS PFOA & PTFE Free, Beige White\", \"asin\": \"B0DXQ2FXKT\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Pots and Pans Set Non Stick: 7 Pack Ceramic Cookware Set with Detachable Handle, Healthy Non Toxic Kitchen Cooking Pots with Frying Pans, Grill Pan\", \"asin\": \"B0DHD2PTD3\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Treviso 10 Piece Cookware Set, Non-Toxic PFAS-Free Stainless Steel Ceramic Nonstick Coating, Induction Suitable, Pots, Pans Lids, Saut\\u00e9 & Saucepans, Multi Clad, Dishwasher & Oven Safe\", \"asin\": \"B09GP81GVJ\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Thu, Apr 24\"},\n{\"title\": \"20 Pc Ceramic Cookware Set Nonstick, Pots and Pans Set Non Stick for Kitchen with Bakeware and Utensils, Pots and Pans for Cooking, Non Toxic Cookware Sets, Oven & Dishwasher Safe\", \"asin\": \"B0CJG5825H\", \"delivery\": \"\"},\n{\"title\": \"12 Pc Ceramic Cookware Set Nonstick, Pots and Pans Set Non Stick for Kitchen with Frying Pan, Sauce Pan, Pots and Pans for Cooking, Non Toxic Cookware Sets, Oven and Dishwasher Safe\", \"asin\": \"B0CG7HWNKZ\", \"price\": \"$83.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Pots and Pans Set Non Stick | Extended Life Select Ceramic Cookware Set | 10-Piece Nonstick | PFOA Free | Oven Safe to 350\\u00b0F | Induction Compatible | CK89010BF\", \"asin\": \"B0DDVGTBH2\", \"delivery\": \"\"},\n{\"title\": \"Nonstick Ceramic Cookware Set 23-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS & PFOA Free\", \"asin\": \"B0DCBX34CB\", \"price\": \"$168.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Thu, Apr 24\"},\n{\"title\": \"18Pcs Nonstick Ceramic Cookware Set, PFAS/PFOA Free, Cream White Pots and Pans Set Non Stick, Non-toxic Cookware,Kitchen Cooking Pan Set, Large Capacity\", \"asin\": \"B0DJRBGNZF\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$66.39\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"21 Pcs Pots and Pans Set Non Stick Ceramic kitchen Cookware Set Detachable Handle, Removable Handles,Oven Safe, Induction Ready, Stackable Non-stick Set,Cream White\", \"asin\": \"B0DS629JYJ\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Ceramic Pots and Pans Set Non Stick, Nonstick Kitchen Cookware Sets, Non Toxic Pots and Pans Set Non Stick, PFAS PFOA & PTFE Free, Detachable Handle Pots and Pans 5 Piece, RV Cookware\", \"asin\": \"B0C4F8L3X6\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Pots and Pans Set, Nonstick Cookware Set Detachable Handle, 15pcs Induction Kitchen Cookware Sets Non Stick with Removable Handle, RV Cookware Set, Oven Safe, Sage Green\", \"asin\": \"B0CNKJ1ZG1\", \"price\": \"$55.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"9 Piece StoreMore Cookware Set, Fits-anywhere\\u2122 Kitchenware w EverGood\\u2122 Ceramic Nonstick Coating\\u200b, Dishwasher & Oven Safe, All Stovetops Compatible, Stackable Design, Cool Touch Handles, Oatmilk\", \"asin\": \"B0D26FJ5ZP\", \"price\": \"$36.41\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"11-Piece Ceramic Non-Stick Pots and Pans Set, Dishwasher & Oven Safe, Non-Toxic, Easy Clean, Black/Cream\", \"asin\": \"B0BBQ9RMZT\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"21 Piece Kitchen Set with EverGood\\u2122 Ceramic Nonstick Coating\\u200b, Dishwasher & Oven Safe, All Stovetops Compatible, Tempered Glass Lids & Cool Touch Handles, Oatmilk\", \"asin\": \"B0D26G21L5\", \"price\": \"$71.06\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Nonstick Ceramic Cookware Set 16-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS and PFOA Free\", \"asin\": \"B0CXHDNBSS\", \"price\": \"$99.74\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Valencia Pro Hard Anodized 11 Piece Cookware Pots and Pans Set, Ceramic Nonstick PFAS-Free PFOA-Free Coating, Induction, Durable Frying Pans, Saucepans, Lids, Dishwasher & Oven Safe, Gray\", \"asin\": \"B071HVQL76\", \"price\": \"$395.49\", \"delivery\": \"FREE delivery Wed, Apr 23\"},\n{\"title\": \"Nonstick Pots and Pans,Cookware Set 16pcs Kitchen Cooking Sets, Pot and Pan Non Stick w/Frying pan\", \"asin\": \"B0DGLVW188\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"23pcs Pots and Pans Set Non Stick, Cookware Sets, Kitchen Set, Oven/Dishwasher/Fridge Safe, Space Saving Pots Set, Nonstick Set with Versatile Detachable Handle, Induction RV Set, Cream\", \"asin\": \"B0DKNNDDS8\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T23:58:50.617Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": 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May 3 Or fastest delivery Apr 27 - 30\"},\n{\"title\": \"Healthy Duralon Blue Ceramic Nonstick Cookware Set, Diamond Infused Scratch-Resistant, PFAS Free, Dishwasher & Oven Safe, Induction Ready & Evenly Heats, Tempered Glass Lids & Stay-Cool Handles\", \"asin\": \"B0CGXXVH41\", \"price\": \"$259.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Nonstick Ceramic Cookware Set 23-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS & PFOA Free\", \"asin\": \"B0DCBX34CB\", \"price\": \"$168.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Thu, Apr 24\"},\n{\"title\": \"Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick Pot&Pan With Lid Cream White Granite Induction Compatible with Glass Lids Crepe Frying Pan PFOA/PFOS-Free\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Fresh Gourmet Recycled Ceramic Non Stick Cookware Set 12 Piece, Oven Broiler Safe 500F, Lid Safe 350F, Kitchen Cooking Set W/Fry Pans, Saucepans, Dutch Oven, Utensils, Pots and Pans Set, Grey\", \"asin\": \"B0B174PHKC\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"14pcs Ceramic Cookware Set, Pots and Pans Set Non Stick, Nonstick Cookware Set, Dishwasher Safe Non-toxic Healthy Nonstick Cooking Set, with Frying Pans Set, Cream\", \"asin\": \"B0DNZ6MF2R\", \"price\": \"$55.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Preserve Ceramic, Ceramic Non Stick Cookware Set 13 Piece, Oven Broiler Safe 350F, Kitchen Cookware Set w/Frypans, Saucepans, Sautepan, Dutch Oven, Lids, Pan Protectors, Pots and Pans, Blue\", \"asin\": \"B0DJG4SXYN\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Ceramic Cookware Set 12 Piece, Healthy & PFOA/PFAS Free, Nonstick Pots and Pans Set, Induction-Compatible, Taupe\", \"asin\": \"B0DJR7FJYZ\", \"price\": \"$84.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Ceramic Pro 10-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Stove to Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39010MM\", \"asin\": \"B0D31ZKSSK\", \"price\": \"$249.00\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"21 Pcs Pots and Pans Set Non Stick, Ceramic Cookware Set Detachable Handle, RV Kitchen Cooking Set Removable Handles, Oven Safe, Induction Ready, Stackable Non-stick Set, Cream White\", \"asin\": \"B0DB6ZH1M9\", \"price\": \"$66.49\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Rio 16 Piece Cookware Pots and Pans Set, Hard Anodized Healthy Ceramic Nonstick PFAS-Free, Bakelite Handles, Frypans, Saucepan, Saute Pan, Stock Pot, Kitchen Tools, Dishwasher Safe, Black\", \"asin\": \"B07XLG5XXL\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery\"},\n{\"title\": \"12 Pc Ceramic Pots and Pans Set Non Stick, Kitchen Cookware Sets, Pot and Pan Set, Ceramic Cookware Set, Non Toxic Cookware Set, Non Stick Pots and Pan Set, Oven Dishwasher Safe - Copper\", \"asin\": \"B08P44SNWJ\", \"price\": \"$78.48\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Refresh Ceramic, Ceramic Non Stick Cookware Set 20 Piece, Oven Broiler Safe 350F, Kitchen Set w/Egg Pan, Fry Pans, Saucepans, Griddle, Sautepan, Dutch Oven & Utensils, Pots, Pans, Moon Gray\", \"asin\": \"B0D1HTY3CS\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sun, Apr 27 Or fastest delivery Fri, Apr 25\"},\n{\"title\": \"17 Piece Ceramic Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Dishwasher \\uff06 Oven Safe, PFAS/PTFE/PFOA Free (Almond Beige)\", \"asin\": \"B0D4TDBZN3\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"11pcs Pots and Pans Set, Nonstick Cookware Detachable/Removable Handle, Induction RV Kitchen Set, Oven Safe, Cream White\", \"asin\": \"B0B2K47S1T\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"19pcs Pots and Pans Set, Nonstick Cookware Set Detachable Handle, Induction Kitchen Cookware Sets Non Stick with Removable Handle, RV Cookware Set, Gold and Purple\", \"asin\": \"B0DL36YX4R\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"25pcs Ceramic Cookware Set, Pots and Pans Set Non Stick, Induction Kitchen Sets, Non Stick RV Cookware with Detachable Handle, Dishwasher/Oven Safe Cookware Set, Dark Gray\", \"asin\": \"B0DPKDRB61\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"12 Piece Cookware Set with EverGood\\u2122 Ceramic Nonstick Coating\\u200b, Dishwasher & Oven Safe, All Stovetops Compatible, Tempered Glass Lids and Cool Touch Handles, Oatmilk\", \"asin\": \"B0D26G6M9F\", \"price\": \"$48.59\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Canterbury Hard Anodized Healthy Ceramic Nonstick, 10 Piece Cookware Pots and Pans Set, PFAS-Free, Dishwasher Safe, Oven Safe, Black\", \"asin\": \"B0B22246YV\", \"price\": \"$209.81\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Pans and Pots Set Nonstick, Ceramic Cookware Set with Detachable Handles, Healthy,Non Toxic, Kitchen Cookware Sets16Pcs, Induction RV Kitchen Set, PFAS PFOA & PTFE Free, Beige White\", \"asin\": \"B0DXQ2FXKT\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Pots and Pans Set Non Stick: 7 Pack Ceramic Cookware Set with Detachable Handle, Healthy Non Toxic Kitchen Cooking Pots with Frying Pans, Grill Pan\", \"asin\": \"B0DHD2PTD3\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Treviso 10 Piece Cookware Set, Non-Toxic PFAS-Free Stainless Steel Ceramic Nonstick Coating, Induction Suitable, Pots, Pans Lids, Saut\\u00e9 & Saucepans, Multi Clad, Dishwasher & Oven Safe\", \"asin\": \"B09GP81GVJ\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Thu, Apr 24\"},\n{\"title\": \"20 Pc Ceramic Cookware Set Nonstick, Pots and Pans Set Non Stick for Kitchen with Bakeware and Utensils, Pots and Pans for Cooking, Non Toxic Cookware Sets, Oven & Dishwasher Safe\", \"asin\": \"B0CJG5825H\", \"delivery\": \"\"},\n{\"title\": \"12 Pc Ceramic Cookware Set Nonstick, Pots and Pans Set Non Stick for Kitchen with Frying Pan, Sauce Pan, Pots and Pans for Cooking, Non Toxic Cookware Sets, Oven and Dishwasher Safe\", \"asin\": \"B0CG7HWNKZ\", \"price\": \"$83.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Pots and Pans Set Non Stick | Extended Life Select Ceramic Cookware Set | 10-Piece Nonstick | PFOA Free | Oven Safe to 350\\u00b0F | Induction Compatible | CK89010BF\", \"asin\": \"B0DDVGTBH2\", \"delivery\": \"\"},\n{\"title\": \"Nonstick Ceramic Cookware Set 23-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS & PFOA Free\", \"asin\": \"B0DCBX34CB\", \"price\": \"$168.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Thu, Apr 24\"},\n{\"title\": \"18Pcs Nonstick Ceramic Cookware Set, PFAS/PFOA Free, Cream White Pots and Pans Set Non Stick, Non-toxic Cookware,Kitchen Cooking Pan Set, Large Capacity\", \"asin\": \"B0DJRBGNZF\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$66.39\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"21 Pcs Pots and Pans Set Non Stick Ceramic kitchen Cookware Set Detachable Handle, Removable Handles,Oven Safe, Induction Ready, Stackable Non-stick Set,Cream White\", \"asin\": \"B0DS629JYJ\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Ceramic Pots and Pans Set Non Stick, Nonstick Kitchen Cookware Sets, Non Toxic Pots and Pans Set Non Stick, PFAS PFOA & PTFE Free, Detachable Handle Pots and Pans 5 Piece, RV Cookware\", \"asin\": \"B0C4F8L3X6\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Pots and Pans Set, Nonstick Cookware Set Detachable Handle, 15pcs Induction Kitchen Cookware Sets Non Stick with Removable Handle, RV Cookware Set, Oven Safe, Sage Green\", \"asin\": \"B0CNKJ1ZG1\", \"price\": \"$55.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"9 Piece StoreMore Cookware Set, Fits-anywhere\\u2122 Kitchenware w EverGood\\u2122 Ceramic Nonstick Coating\\u200b, Dishwasher & Oven Safe, All Stovetops Compatible, Stackable Design, Cool Touch Handles, Oatmilk\", \"asin\": \"B0D26FJ5ZP\", \"price\": \"$36.41\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"11-Piece Ceramic Non-Stick Pots and Pans Set, Dishwasher & Oven Safe, Non-Toxic, Easy Clean, Black/Cream\", \"asin\": \"B0BBQ9RMZT\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"21 Piece Kitchen Set with EverGood\\u2122 Ceramic Nonstick Coating\\u200b, Dishwasher & Oven Safe, All Stovetops Compatible, Tempered Glass Lids & Cool Touch Handles, Oatmilk\", \"asin\": \"B0D26G21L5\", \"price\": \"$71.06\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Nonstick Ceramic Cookware Set 16-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS and PFOA Free\", \"asin\": \"B0CXHDNBSS\", \"price\": \"$99.74\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Valencia Pro Hard Anodized 11 Piece Cookware Pots and Pans Set, Ceramic Nonstick PFAS-Free PFOA-Free Coating, Induction, Durable Frying Pans, Saucepans, Lids, Dishwasher & Oven Safe, Gray\", \"asin\": \"B071HVQL76\", \"price\": \"$395.49\", \"delivery\": \"FREE delivery Wed, Apr 23\"},\n{\"title\": \"Nonstick Pots and Pans,Cookware Set 16pcs Kitchen Cooking Sets, Pot and Pan Non Stick w/Frying pan\", \"asin\": \"B0DGLVW188\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"23pcs Pots and Pans Set Non Stick, Cookware Sets, Kitchen Set, Oven/Dishwasher/Fridge Safe, Space Saving Pots Set, Nonstick Set with Versatile Detachable Handle, Induction RV Set, Cream\", \"asin\": \"B0DKNNDDS8\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T23:58:52.590Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-21T23:58:52.590Z
click
search
rule
train
2,749
2025-04-21T23:58:52.590Z
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": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.931Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:09.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:10.779Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:11.399Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:12.925Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:18.501Z", "action": "input", "action_argument": "carawa"} {"timestamp": "2025-04-20T21:54:18.598Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:54:57.470Z", "action": "click_product", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:34.087Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T21:55:52.551Z", "action": "purchase", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:59.164Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-20T21:57:38.883Z", "action": "input", "action_argument": "kitchen trash"} {"timestamp": "2025-04-20T21:57:38.939Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:57:47.719Z", "action": "input", "action_argument": "kitchen trash can"} {"timestamp": "2025-04-20T21:57:49.530Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:05.970Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:09.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:59:52.500Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T22:03:41.408Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T22:03:50.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T22:04:47.612Z", "action": "click_product", "action_argument": "B0DNP3CWG7"} {"timestamp": "2025-04-20T22:05:04.398Z", "action": "click_product", "action_argument": "B000ZIVN9O"} {"timestamp": "2025-04-21T02:00:03.588Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:06:04.621Z", "action": "input", "action_argument": "counter"} {"timestamp": "2025-04-21T02:06:04.681Z", "action": "click", "action_argument": 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8\u202fAM"}, {"title": "19pcs Pots and Pans Set, Nonstick Cookware Set Detachable Handle, Induction Kitchen Cookware Sets Non Stick with Removable Handle, RV Cookware Set, Gold and Purple", "asin": "B0DL36YX4R", "price": "$99.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "25pcs Ceramic Cookware Set, Pots and Pans Set Non Stick, Induction Kitchen Sets, Non Stick RV Cookware with Detachable Handle, Dishwasher/Oven Safe Cookware Set, Dark Gray", "asin": "B0DPKDRB61", "price": "$129.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "12 Piece Cookware Set with EverGood\u2122 Ceramic Nonstick Coating\u200b, Dishwasher & Oven Safe, All Stovetops Compatible, Tempered Glass Lids and Cool Touch Handles, Oatmilk", "asin": "B0D26G6M9F", "price": "$48.59", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Canterbury Hard Anodized Healthy Ceramic Nonstick, 10 Piece Cookware Pots and Pans Set, PFAS-Free, Dishwasher Safe, Oven Safe, Black", "asin": "B0B22246YV", "price": "$209.81", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Pans and Pots Set Nonstick, Ceramic Cookware Set with Detachable Handles, Healthy,Non Toxic, Kitchen Cookware Sets16Pcs, Induction RV Kitchen Set, PFAS PFOA & PTFE Free, Beige White", "asin": "B0DXQ2FXKT", "price": "$59.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "Pots and Pans Set Non Stick: 7 Pack Ceramic Cookware Set with Detachable Handle, Healthy Non Toxic Kitchen Cooking Pots with Frying Pans, Grill Pan", "asin": "B0DHD2PTD3", "price": "$42.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "Treviso 10 Piece Cookware Set, Non-Toxic PFAS-Free Stainless Steel Ceramic Nonstick Coating, Induction Suitable, Pots, Pans Lids, Saut\u00e9 & Saucepans, Multi Clad, Dishwasher & Oven Safe", "asin": "B09GP81GVJ", "price": "$199.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Thu, Apr 24"}, {"title": "20 Pc Ceramic Cookware Set Nonstick, Pots and Pans Set Non Stick for Kitchen with Bakeware and Utensils, Pots and Pans for Cooking, Non Toxic Cookware Sets, Oven & Dishwasher Safe", "asin": "B0CJG5825H", "delivery": ""}, {"title": "12 Pc Ceramic Cookware Set Nonstick, Pots and Pans Set Non Stick for Kitchen with Frying Pan, Sauce Pan, Pots and Pans for Cooking, Non Toxic Cookware Sets, Oven and Dishwasher Safe", "asin": "B0CG7HWNKZ", "price": "$83.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Pots and Pans Set Non Stick | Extended Life Select Ceramic Cookware Set | 10-Piece Nonstick | PFOA Free | Oven Safe to 350\u00b0F | Induction Compatible | CK89010BF", "asin": "B0DDVGTBH2", "delivery": ""}, {"title": "Nonstick Ceramic Cookware Set 23-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS & PFOA Free", "asin": "B0DCBX34CB", "price": "$168.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Thu, Apr 24"}, {"title": "18Pcs Nonstick Ceramic Cookware Set, PFAS/PFOA Free, Cream White Pots and Pans Set Non Stick, Non-toxic Cookware,Kitchen Cooking Pan Set, Large Capacity", "asin": "B0DJRBGNZF", "price": "$69.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\" 9.5\" 11\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White", "asin": "B0CF44XRS9", "price": "$66.39", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"}, {"title": "21 Pcs Pots and Pans Set Non Stick Ceramic kitchen Cookware Set Detachable Handle, Removable Handles,Oven Safe, Induction Ready, Stackable Non-stick Set,Cream White", "asin": "B0DS629JYJ", "price": "$79.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "Ceramic Pots and Pans Set Non Stick, Nonstick Kitchen Cookware Sets, Non Toxic Pots and Pans Set Non Stick, PFAS PFOA & PTFE Free, Detachable Handle Pots and Pans 5 Piece, RV Cookware", "asin": "B0C4F8L3X6", "price": "$39.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "Pots and Pans Set, Nonstick Cookware Set Detachable Handle, 15pcs Induction Kitchen Cookware Sets Non Stick with Removable Handle, RV Cookware Set, Oven Safe, Sage Green", "asin": "B0CNKJ1ZG1", "price": "$55.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "9 Piece StoreMore Cookware Set, Fits-anywhere\u2122 Kitchenware w EverGood\u2122 Ceramic Nonstick Coating\u200b, Dishwasher & Oven Safe, All Stovetops Compatible, Stackable Design, Cool Touch Handles, Oatmilk", "asin": "B0D26FJ5ZP", "price": "$36.41", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "11-Piece Ceramic Non-Stick Pots and Pans Set, Dishwasher & Oven Safe, Non-Toxic, Easy Clean, Black/Cream", "asin": "B0BBQ9RMZT", "price": "$74.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "21 Piece Kitchen Set with EverGood\u2122 Ceramic Nonstick Coating\u200b, Dishwasher & Oven Safe, All Stovetops Compatible, Tempered Glass Lids & Cool Touch Handles, Oatmilk", "asin": "B0D26G21L5", "price": "$71.06", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Nonstick Ceramic Cookware Set 16-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS and PFOA Free", "asin": "B0CXHDNBSS", "price": "$99.74", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Valencia Pro Hard Anodized 11 Piece Cookware Pots and Pans Set, Ceramic Nonstick PFAS-Free PFOA-Free Coating, Induction, Durable Frying Pans, Saucepans, Lids, Dishwasher & Oven Safe, Gray", "asin": "B071HVQL76", "price": "$395.49", "delivery": "FREE delivery Wed, Apr 23"}, {"title": "Nonstick Pots and Pans,Cookware Set 16pcs Kitchen Cooking Sets, Pot and Pan Non Stick w/Frying pan", "asin": "B0DGLVW188", "price": "$89.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"}, {"title": "23pcs Pots and Pans Set Non Stick, Cookware Sets, Kitchen Set, Oven/Dishwasher/Fridge Safe, Space Saving Pots Set, Nonstick Set with Versatile Detachable Handle, Induction RV Set, Cream", "asin": "B0DKNNDDS8", "price": "$89.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-21T23:58:52.590Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-21T23:58:52.590Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-21T23:58:52.590Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2749, "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\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick Pot&Pan With Lid Cream White Granite Induction Compatible with Glass Lids Crepe Frying Pan PFOA/PFOS-Free\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Fresh Gourmet Recycled Ceramic Non Stick Cookware Set 12 Piece, Oven Broiler Safe 500F, Lid Safe 350F, Kitchen Cooking Set W/Fry Pans, Saucepans, Dutch Oven, Utensils, Pots and Pans Set, Grey\", \"asin\": \"B0B174PHKC\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"14pcs Ceramic Cookware Set, Pots and Pans Set Non Stick, Nonstick Cookware Set, Dishwasher Safe Non-toxic Healthy Nonstick Cooking Set, with Frying Pans Set, Cream\", \"asin\": \"B0DNZ6MF2R\", \"price\": \"$55.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Preserve Ceramic, Ceramic Non Stick Cookware Set 13 Piece, Oven Broiler Safe 350F, Kitchen Cookware Set w/Frypans, Saucepans, Sautepan, Dutch Oven, Lids, Pan Protectors, Pots and Pans, Blue\", \"asin\": \"B0DJG4SXYN\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Ceramic Cookware Set 12 Piece, Healthy & PFOA/PFAS Free, Nonstick Pots and Pans Set, Induction-Compatible, Taupe\", \"asin\": \"B0DJR7FJYZ\", \"price\": \"$84.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Ceramic Pro 10-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Stove to Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39010MM\", \"asin\": \"B0D31ZKSSK\", \"price\": \"$249.00\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"21 Pcs Pots and Pans Set Non Stick, Ceramic Cookware Set Detachable Handle, RV Kitchen Cooking Set Removable Handles, Oven Safe, Induction Ready, Stackable Non-stick Set, Cream White\", \"asin\": \"B0DB6ZH1M9\", \"price\": \"$66.49\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Pistachio\", \"asin\": \"B0CH1SNCPT\", \"price\": \"$219.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Rio 16 Piece Cookware Pots and Pans Set, Hard Anodized Healthy Ceramic Nonstick PFAS-Free, Bakelite Handles, Frypans, Saucepan, Saute Pan, Stock Pot, Kitchen Tools, Dishwasher Safe, Black\", \"asin\": \"B07XLG5XXL\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery\"},\n{\"title\": \"12 Pc Ceramic Pots and Pans Set Non Stick, Kitchen Cookware Sets, Pot and Pan Set, Ceramic Cookware Set, Non Toxic Cookware Set, Non Stick Pots and Pan Set, Oven Dishwasher Safe - Copper\", \"asin\": \"B08P44SNWJ\", \"price\": \"$78.48\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Refresh Ceramic, Ceramic Non Stick Cookware Set 20 Piece, Oven Broiler Safe 350F, Kitchen Set w/Egg Pan, Fry Pans, Saucepans, Griddle, Sautepan, Dutch Oven & Utensils, Pots, Pans, Moon Gray\", \"asin\": \"B0D1HTY3CS\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"14 Pcs Pots and Pans Set Nonstick,Cookware Set Kitchen Cooking Set with Utensil and Pan Protectors\", \"asin\": \"B0CSPP7G91\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sun, Apr 27 Or fastest delivery Fri, Apr 25\"},\n{\"title\": \"17 Piece Ceramic Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Dishwasher \\uff06 Oven Safe, PFAS/PTFE/PFOA Free (Almond Beige)\", \"asin\": \"B0D4TDBZN3\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"11pcs Pots and Pans Set, Nonstick Cookware Detachable/Removable Handle, Induction RV Kitchen Set, Oven Safe, Cream White\", \"asin\": \"B0B2K47S1T\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"19pcs Pots and Pans Set, Nonstick Cookware Set Detachable Handle, Induction Kitchen Cookware Sets Non Stick with Removable Handle, RV Cookware Set, Gold and Purple\", \"asin\": \"B0DL36YX4R\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"25pcs Ceramic Cookware Set, Pots and Pans Set Non Stick, Induction Kitchen Sets, Non Stick RV Cookware with Detachable Handle, Dishwasher/Oven Safe Cookware Set, Dark Gray\", \"asin\": \"B0DPKDRB61\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"12 Piece Cookware Set with EverGood\\u2122 Ceramic Nonstick Coating\\u200b, Dishwasher & Oven Safe, All Stovetops Compatible, Tempered Glass Lids and Cool Touch Handles, Oatmilk\", \"asin\": \"B0D26G6M9F\", \"price\": \"$48.59\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Canterbury Hard Anodized Healthy Ceramic Nonstick, 10 Piece Cookware Pots and Pans Set, PFAS-Free, Dishwasher Safe, Oven Safe, Black\", \"asin\": \"B0B22246YV\", \"price\": \"$209.81\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Pans and Pots Set Nonstick, Ceramic Cookware Set with Detachable Handles, Healthy,Non Toxic, Kitchen Cookware Sets16Pcs, Induction RV Kitchen Set, PFAS PFOA & PTFE Free, Beige White\", \"asin\": \"B0DXQ2FXKT\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Pots and Pans Set Non Stick: 7 Pack Ceramic Cookware Set with Detachable Handle, Healthy Non Toxic Kitchen Cooking Pots with Frying Pans, Grill Pan\", \"asin\": \"B0DHD2PTD3\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Treviso 10 Piece Cookware Set, Non-Toxic PFAS-Free Stainless Steel Ceramic Nonstick Coating, Induction Suitable, Pots, Pans Lids, Saut\\u00e9 & Saucepans, Multi Clad, Dishwasher & Oven Safe\", \"asin\": \"B09GP81GVJ\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Thu, Apr 24\"},\n{\"title\": \"20 Pc Ceramic Cookware Set Nonstick, Pots and Pans Set Non Stick for Kitchen with Bakeware and Utensils, Pots and Pans for Cooking, Non Toxic Cookware Sets, Oven & Dishwasher Safe\", \"asin\": \"B0CJG5825H\", \"delivery\": \"\"},\n{\"title\": \"12 Pc Ceramic Cookware Set Nonstick, Pots and Pans Set Non Stick for Kitchen with Frying Pan, Sauce Pan, Pots and Pans for Cooking, Non Toxic Cookware Sets, Oven and Dishwasher Safe\", \"asin\": \"B0CG7HWNKZ\", \"price\": \"$83.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Pots and Pans Set Non Stick | Extended Life Select Ceramic Cookware Set | 10-Piece Nonstick | PFOA Free | Oven Safe to 350\\u00b0F | Induction Compatible | CK89010BF\", \"asin\": \"B0DDVGTBH2\", \"delivery\": \"\"},\n{\"title\": \"Nonstick Ceramic Cookware Set 23-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS & PFOA Free\", \"asin\": \"B0DCBX34CB\", \"price\": \"$168.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Thu, Apr 24\"},\n{\"title\": \"18Pcs Nonstick Ceramic Cookware Set, PFAS/PFOA Free, Cream White Pots and Pans Set Non Stick, Non-toxic Cookware,Kitchen Cooking Pan Set, Large Capacity\", \"asin\": \"B0DJRBGNZF\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$66.39\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"21 Pcs Pots and Pans Set Non Stick Ceramic kitchen Cookware Set Detachable Handle, Removable Handles,Oven Safe, Induction Ready, Stackable Non-stick Set,Cream White\", \"asin\": \"B0DS629JYJ\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Ceramic Pots and Pans Set Non Stick, Nonstick Kitchen Cookware Sets, Non Toxic Pots and Pans Set Non Stick, PFAS PFOA & PTFE Free, Detachable Handle Pots and Pans 5 Piece, RV Cookware\", \"asin\": \"B0C4F8L3X6\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Pots and Pans Set, Nonstick Cookware Set Detachable Handle, 15pcs Induction Kitchen Cookware Sets Non Stick with Removable Handle, RV Cookware Set, Oven Safe, Sage Green\", \"asin\": \"B0CNKJ1ZG1\", \"price\": \"$55.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"9 Piece StoreMore Cookware Set, Fits-anywhere\\u2122 Kitchenware w EverGood\\u2122 Ceramic Nonstick Coating\\u200b, Dishwasher & Oven Safe, All Stovetops Compatible, Stackable Design, Cool Touch Handles, Oatmilk\", \"asin\": \"B0D26FJ5ZP\", \"price\": \"$36.41\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"11-Piece Ceramic Non-Stick Pots and Pans Set, Dishwasher & Oven Safe, Non-Toxic, Easy Clean, Black/Cream\", \"asin\": \"B0BBQ9RMZT\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"21 Piece Kitchen Set with EverGood\\u2122 Ceramic Nonstick Coating\\u200b, Dishwasher & Oven Safe, All Stovetops Compatible, Tempered Glass Lids & Cool Touch Handles, Oatmilk\", \"asin\": \"B0D26G21L5\", \"price\": \"$71.06\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Nonstick Ceramic Cookware Set 16-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS and PFOA Free\", \"asin\": \"B0CXHDNBSS\", \"price\": \"$99.74\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Valencia Pro Hard Anodized 11 Piece Cookware Pots and Pans Set, Ceramic Nonstick PFAS-Free PFOA-Free Coating, Induction, Durable Frying Pans, Saucepans, Lids, Dishwasher & Oven Safe, Gray\", \"asin\": \"B071HVQL76\", \"price\": \"$395.49\", \"delivery\": \"FREE delivery Wed, Apr 23\"},\n{\"title\": \"Nonstick Pots and Pans,Cookware Set 16pcs Kitchen Cooking Sets, Pot and Pan Non Stick w/Frying pan\", \"asin\": \"B0DGLVW188\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"23pcs Pots and Pans Set Non Stick, Cookware Sets, Kitchen Set, Oven/Dishwasher/Fridge Safe, Space Saving Pots Set, Nonstick Set with Versatile Detachable Handle, Induction RV Set, Cream\", \"asin\": \"B0DKNNDDS8\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T23:58:52.590Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": 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Copper\", \"asin\": \"B08P44SNWJ\", \"price\": \"$78.48\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"21Pcs Pots and Pans Set, Nonstick Cookware Sets, White Granite Induction Cookware Non Stick Cooking Set w/Frying Pans & Saucepans(PFOS, PFOA Free)\", \"asin\": \"B0C8HPJW4J\", \"price\": \"$127.49\", \"delivery\": \"FREE delivery Sun, Apr 27 Or fastest delivery Fri, Apr 25\"},\n{\"title\": \"Ceramic Cookware Set 12 Piece, Healthy & PFOA/PFAS Free, Nonstick Pots and Pans Set, Induction-Compatible, Taupe\", \"asin\": \"B0DJR7FJYZ\", \"price\": \"$84.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Ceramic Cookware Sets, Pots and Pans Set Non Stick Non Toxic, Induction Cookware, kitchen cookware sets, Pots Set for Healthy Coooking 15PCS, White\", \"asin\": \"B0CM9MMYQJ\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Hard Anodized Ceramic Nonstick Cookware Frying/Skillet Pan, 12.25 Inch Non Stick Fry Pan with Stainless Steel Handle - Porcelain White\", \"asin\": \"B0DM727HCM\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Fri, May 2\"},\n{\"title\": \"Fresh Gourmet Recycled Ceramic Non Stick Cookware Set 12 Piece, Oven Broiler Safe 500F, Lid Safe 350F, Kitchen Cooking Set W/Fry Pans, Saucepans, Dutch Oven, Utensils, Pots and Pans Set, Grey\", \"asin\": \"B0B174PHKC\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Hard Anodized Ceramic Nonstick Cookware Sauce Pan with Lid, 3 Quart, Empire Red\", \"asin\": \"B0CWBNQDQL\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Thu, Apr 24 Only 19 left in stock (more on the way).\"},\n{\"title\": \"84837 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Matte Black\", \"asin\": \"B0CXG4W4MQ\", \"delivery\": \"\"},\n{\"title\": \"Refresh Ceramic Ceramic Non Stick Cookware Set 12 Piece, Oven Broiler Safe 350F, Cookware, Kitchen Cooking Set w/Fry Pans, Saucepans & Kitchen Utensils, Pots and Pans Set Nonstick, Moon Gray\", \"asin\": \"B0D1DB333K\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"11 Piece Pots and Pans, Ceramic Cookware Non Stick Health Induction Cookware Kitchen Cooking Set with Saucepan Set, PFAS Free\", \"asin\": \"B0D4MC77W9\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Healthy Duralon Blue Ceramic Nonstick Cookware Set, Diamond Infused Scratch-Resistant, PFAS Free, Dishwasher & Oven Safe, Induction Ready & Evenly Heats, Tempered Glass Lids & Stay-Cool Handles\", \"asin\": \"B0C7LL3SGP\", \"price\": \"$259.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"17 Piece Ceramic Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Dishwasher \\uff06 Oven Safe, PFAS/PTFE/PFOA Free (Gray)\", \"asin\": \"B0D4TRY2VX\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Navy\", \"asin\": \"B0DPGPDWRN\", \"price\": \"$595.00\", \"delivery\": \"FREE delivery Mon, Apr 28\"},\n{\"title\": \"Hard Anodized Ceramic Nonstick Cookware Sauce Pan with Lid, 3 Quart, Pistachio\", \"asin\": \"B0C5N5KDS9\", \"price\": \"$44.00\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"21 Pcs Ceramic kitchen Cookware Set,Nonstick Pots and Pans with Removable Handles Stackable Camping Cookware Dishwasher&Oven Safe Frying Pan,Taupe\", \"asin\": \"B0DS63KLNH\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Hard Anodized Nonstick Frying Pans/Skillet Set, 8.25 Inch and 10 Inch, Onyx Black\", \"asin\": \"B09H8WX81K\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Canterbury Hard Anodized Healthy Ceramic Nonstick, 10 Piece Cookware Pots and Pans Set, PFAS-Free, Dishwasher Safe, Oven Safe, Black\", \"asin\": \"B0B22246YV\", \"price\": \"$209.81\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"25pcs Ceramic Cookware Set, Pots and Pans Set Non Stick, Induction Kitchen Sets, Non Stick RV Cookware with Detachable Handle, Dishwasher/Oven Safe Cookware Set, Navy\", \"asin\": \"B0DPKB987C\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n{\"title\": \"Rio 16 Piece Cookware Set, PFOA and PFAS-Free, Healthy Ceramic Nonstick, Dishwasher Safe Easy Clean Durable Performance, Blue\", \"asin\": \"B0B6WR5VF2\", \"price\": \"$123.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"delivery\": \"FREE delivery Mon, Apr 28\"},\n{\"title\": \"Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$66.39\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"21 Pcs Pots and Pans Set Non Stick, Ceramic Cookware Set Detachable Handle, RV Kitchen Cooking Set Removable Handles, Oven Safe, Induction Ready, Stackable Non-stick Set, Cream White\", \"asin\": \"B0DB6ZH1M9\", \"price\": \"$66.49\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T23:59:06.717Z\", // 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
2025-04-21T23:59:06.717Z
click_product
B0CH1SSTMF
rule
train
2,750
2025-04-21T23:59:06.717Z
click_product
B0CH1SSTMF
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.931Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:09.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:10.779Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:11.399Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:12.925Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:18.501Z", "action": "input", "action_argument": "carawa"} {"timestamp": "2025-04-20T21:54:18.598Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:54:57.470Z", "action": "click_product", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:34.087Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T21:55:52.551Z", "action": "purchase", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:59.164Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-20T21:57:38.883Z", "action": "input", "action_argument": "kitchen trash"} {"timestamp": "2025-04-20T21:57:38.939Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:57:47.719Z", "action": "input", "action_argument": "kitchen trash can"} {"timestamp": "2025-04-20T21:57:49.530Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:05.970Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:09.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:59:52.500Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T22:03:41.408Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T22:03:50.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T22:04:47.612Z", "action": "click_product", "action_argument": "B0DNP3CWG7"} {"timestamp": "2025-04-20T22:05:04.398Z", "action": "click_product", "action_argument": "B000ZIVN9O"} {"timestamp": "2025-04-21T02:00:03.588Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:06:04.621Z", "action": "input", "action_argument": "counter"} {"timestamp": "2025-04-21T02:06:04.681Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:07:37.010Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:39.042Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:42.562Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:45.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:59.291Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:00.357Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:01.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:06.579Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:09.402Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:10.823Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:11.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.132Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:16.746Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:17.392Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:19.457Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:20.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:32.176Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:08:48.182Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:54.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:57.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.225Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.994Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:11.899Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:13.208Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:20.657Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:25.807Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:27.195Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:34.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:36.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:37.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:40.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:41.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:43.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:10:08.250Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:10:27.399Z", "action": "click_product", "action_argument": "/promo/A1U14TP8VU22XM"} {"timestamp": "2025-04-21T02:12:45.616Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:48.610Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:52.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:55.698Z", "action": "purchase", "action_argument": "B0BG38ZL8R"} {"timestamp": "2025-04-21T02:13:11.180Z", "action": "input", "action_argument": "baking pan"} {"timestamp": "2025-04-21T02:13:11.334Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:13:45.328Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:15:21.335Z", "action": "input", "action_argument": "glass stora"} {"timestamp": "2025-04-21T02:15:21.420Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:16:03.898Z", "action": "click_product", "action_argument": "B09QQGY1BW"} {"timestamp": "2025-04-21T02:17:14.376Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:17.540Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:22.261Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:25.440Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:26.159Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.071Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:30.458Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:31.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:34.079Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:19:53.995Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:26.437Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:28.845Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:20:31.104Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:35.384Z", "action": "purchase", "action_argument": "B08XLT1YD8"} {"timestamp": "2025-04-21T02:20:40.097Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:48.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:25:20.495Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:25:22.536Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:25:54.396Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-21T02:26:04.767Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:26:19.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:27:17.204Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:27:22.759Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-21T23:58:20.276Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T23:58:30.298Z", "action": "input", "action_argument": "ceramic non"} {"timestamp": "2025-04-21T23:58:30.386Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T23:58:50.617Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T23:58:52.590Z", "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": "ceramic nonstick cookware set kitchenaid"}], "cart_items": [{"title": "BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite", "asin": "B0BG38ZL8R", "price": "$14.99", "quantity": "1"}, {"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.64", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "promotion_items": [{"title": "HexClad\nHybrid Nonstick 6-Piece Pot Set with 2 Silicone Trivets, 2, 3, and 8-Quart Pots with Tempered Glass Lids, Stay-Cool Handles, Dishwasher-Friendly, Induction-Ready, Compatible with All Cooktops", "asin": "B0CSF1J62Z", "price": "$379.00", "quantity": ""}, {"title": "SENSARTE\nNonstick Ceramic Cookware Set 16-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS and PFOA Free", "asin": "B0CXHDNBSS", "price": "$99.74", "quantity": ""}, {"title": "Nuwave\nHealthy Duralon Blue Ceramic Nonstick Cookware Set, Diamond Infused Scratch-Resistant, PFAS Free, Dishwasher & Oven Safe, Induction Ready & Evenly Heats, Tempered Glass Lids & Stay-Cool Handles", "asin": "B0CGXXVH41", "price": "$259.99", "quantity": ""}, {"title": "Sur La Table\nKitchen Essentials 10 Piece PFA Free Non-Toxic Titanium Ceramic Nonstick Interior Forged Aluminum Cookware Pots and Pans Set - Green - Induction Compatible", "asin": "B0CB7GJPCM", "price": "$139.99", "quantity": ""}, {"title": "Martha Stewart\nHeathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\nAluminum", "asin": "B0D2JKPQY9", "price": "$159.99", "quantity": ""}, {"title": "KitchenAid\nHard Anodized Ceramic 9-Piece Nonstick Cookware Set \u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\u00b0F, Blue Velvet", "asin": "B0CH1SSTMF", "price": "$219.99", "quantity": ""}, {"title": "KitchenAid\nStainless Steel Cookware/Pots and Pans Set, 10 Piece, Brushed Stainless Steel", "asin": "B0B3PYMYF6", "price": "$169.99", "quantity": ""}, {"title": "Our Place\nAlways Pan 2.0-10.5\u201d (2.6 Qt) Nonstick, Toxin-Free Ceramic Cookware | Patented 10-in-1 Aluminum Frying & Saut\u00e9 Pan | Safe for Oven, Induction & All Cooktops up to 450\u00b0F | Steam\nAluminum", "asin": "B0C6SPHV19", "price": "$125.00", "quantity": ""}, {"title": "KitchenAid\n3-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99", "quantity": ""}, {"title": "Nuwave\nHealthy Duralon Blue Ceramic Nonstick Cookware Set, Diamond Infused Scratch-Resistant, PFAS Free, Dishwasher & Oven Safe, Induction Ready & Evenly Heats, Tempered Glass Lids & Stay-Cool Handles", "asin": "B0CGXXVH41", "price": "$259.99", "quantity": ""}], "ads": [{"title": "Stainless Steel Cookware Sets", "asin": "B09V89CSY5"}, {"title": "Non-Stick Frying Pans", "asin": "B09SBJ96HY"}, {"title": "Carbon Steel Frying Pan", "asin": "B0BH6MRY8K"}], "search_results": [{"title": "Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\u00b0F, Blue Velvet", "asin": "B0CH1SSTMF", "price": "$219.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99", "delivery": "FREE delivery Fri, May 2"}, {"title": "3-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Titanium Pro Cookware Set (4-Piece) \u2013 Always Pan & Perfect Pot | Nonstick No-Coat Technology | Tri-Ply Titanium & Stainless Steel | Safe for Oven, Induction & Cooktops up to 750\u00b0F | Gold", "asin": "B0DYVDW5YK", "price": "$499.00", "delivery": "FREE delivery Temporarily out of stock."}, {"title": "Nonstick Ceramic Cookware Set 16-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS and PFOA Free", "asin": "B0CXHDNBSS", "price": "$99.74", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\u00b0F, Matte Black", "asin": "B0CSQYT4XK", "price": "$219.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Hard Anodized Ceramic Nonstick Cookware/Pots and Pans Set, 10 Piece - Pistachio", "asin": "B0C5N4N3CS", "price": "$229.00", "delivery": "FREE delivery Fri, May 2"}, {"title": "Hard Anodized Induction Nonstick Cookware Pots and Pans Set, 10 Piece, Matte Black", "asin": "B08GFG6GGD", "price": "$259.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "24 Pcs Pots and Pans Set Non Stick Ceramic Cookware Set,Healthy Non Toxic Kitchen Cookware Sets with Large Capacity,Induction Compatible,Dishwasher Safe,PFAS/PTFE/PFOA/PFOS Free,Cream White", "asin": "B0DS1NXDFH", "price": "$149.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"}, {"title": "Emmeline Premium Nonstick PFA Free Ceramic Interior 12 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Linen White", "asin": "B0DJCG2ZT7", "price": "$189.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Laser Titanium 12 Piece Set - Non-stick Cookware Set Without PFAS, PTFE, or PFOA, 3x More Durable, Dishwasher Safe, Oven Safe", "asin": "B0CVWG2GLD", "price": "$299.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Always Pan 2.0-10.5\u201d (2.6 Qt) Nonstick, Toxin-Free Ceramic Cookware | Patented 10-in-1 Aluminum Frying & Saut\u00e9 Pan | Safe for Oven, Induction & All Cooktops up to 450\u00b0F | Steam", "asin": "B0C6SPHV19", "price": "$125.00", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Healthy Duralon Blue Ceramic Nonstick Cookware Set, Diamond Infused Scratch-Resistant, PFAS Free, Dishwasher & Oven Safe, Induction Ready & Evenly Heats, Tempered Glass Lids & Stay-Cool Handles", "asin": "B0CGXXVH41", "price": "$259.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "84845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red", "asin": "B0CXG35HVJ", "price": "$229.95", "delivery": "FREE delivery Apr 24 - 25 Only 1 left in stock - order soon."}, {"title": "Ceramic Nonstick Cookware Set, Healthy,Non Toxic,17-Pieces Pots and Pans Set Removable Handles,Induction RV Kitchen Set,Stain & Scratch-resistant,Dishwasher/Oven Safe,PFAS/PFOA Free,Cream White", "asin": "B0CRSZ9MC5", "price": "$49.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"}, {"title": "Ceramic Cookware Set, Non Stick Pots and Pans Sets, 18pcs Pot and Pan Set Non Stick, Cooking Induction Cookware", "asin": "B0DS9PSV3D", "price": "$79.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "23 Pcs Pots and Pans Set Non Stick, Ceramic Cookware Set Detachable Handle, RV Kitchen Cooking Set Removable Handles, Oven Safe, Induction Ready, Stackable Non-stick Set, Cream White", "asin": "B0DS1VT6CW", "price": "$79.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"}, {"title": "Kitchen Essentials 10 Piece PFA Free Non-Toxic Titanium Ceramic Nonstick Interior Forged Aluminum Cookware Pots and Pans Set - Green - Induction Compatible", "asin": "B0CB7GJPCM", "price": "$139.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Nonstick Ceramic Cookware Set (7 Piece) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction)", "asin": "B0B7GT6KVJ", "price": "$129.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Kitchen Utensils Set- 35 PCs Cooking Utensils with Grater,Tongs, Spoon Spatula &Turner Made of Heat Resistant Food Grade Silicone and Wooden Handles Kitchen Gadgets Tools Set for Nonstick Cookware", "asin": "B094PTSRP9", "price": "$34.39", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"}, {"title": "Nonstick Ceramic Cookware Set 23-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS & PFOA Free", "asin": "B0DCBX34CB", "price": "$168.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Thu, Apr 24"}, {"title": "Ceramic Cookware Sets, Pots and Pans Set Nonstick, 20-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set with Stay-Cool Handles, PFAS PTFE PFOA PFOS Free", "asin": "B0CYP1Q3NZ", "price": "$159.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Nonstick Ceramic Cookware Set 23-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS & PFOA Free", "asin": "B0DCBX34CB", "price": "$168.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Thu, Apr 24"}, {"title": "Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99", "delivery": "FREE delivery Fri, May 2"}, {"title": "Hard Anodized Ceramic Nonstick Frying Pan/Skillet, 10 Inch, Blue Velvet", "asin": "B0C5N6HD16", "price": "$34.99", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White", "asin": "B0CZNQD1SR", "price": "$59.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "Hard Anodized Ceramic Nonstick Cookware/Pots and Pans Set, 10 Piece - Blue Velvet", "asin": "B0C5N267XV", "price": "$229.00", "delivery": "FREE delivery Fri, May 2"}, {"title": "Pans and Pots Set Nonstick, Ceramic Cookware Set with Detachable Handles, Healthy,Non Toxic, Kitchen Cookware Sets16Pcs, Induction RV Kitchen Set, PFAS PFOA & PTFE Free, Beige White", "asin": "B0DXQ2FXKT", "price": "$59.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "52G-13SG GreenChef\u00ae Ceramic nonstick cookware Set", "asin": "B09WB482BT", "price": "$119.95", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23 Only 18 left in stock - order soon."}, {"title": "19 Pcs Pots and Pans Set Non Stick Ceramic Cookware Set with Removable Handles, Non Toxic Induction Kitchen Cookware Sets RV Cookware,Dishwasher/Oven Safe PFAS/PTFE/PFOA Free Cream White", "asin": "B0D95XGXXF", "price": "$75.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"}, {"title": "Hard Anodized Ceramic Nonstick Cookware Sauce Pan with Lid, 3 Quart, Matte Black", "asin": "B0CSQWLS8Y", "price": "$35.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Nonstick Ceramic Cookware Set 13-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Tools and Pot Protectors, PFAS and PFOA Free", "asin": "B0BZHG5VQL", "price": "$65.95", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"}, {"title": "Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free", "asin": "B0DJ33BRKP", "price": "$149.99", "delivery": "FREE delivery Apr 29 - May 3 Or fastest delivery Apr 27 - 30"}, {"title": "Nonstick Ceramic Cookware Set 16-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS and PFOA Free", "asin": "B0CXHDNBSS", "price": "$99.74", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick Pot&Pan With Lid Cream White Granite Induction Compatible with Glass Lids Crepe Frying Pan PFOA/PFOS-Free", "asin": "B0DTHKY4JJ", "price": "$109.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "18Pcs Nonstick Ceramic Cookware Set, PFAS/PFOA Free, Cream White Pots and Pans Set Non Stick, Non-toxic Cookware,Kitchen Cooking Pan Set, Large Capacity", "asin": "B0DJRBGNZF", "price": "$69.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "Ceramic Pots and Pans Set Non Stick, Non-Toxic Cookwares, Healthy Ceramic Cookware Set 7Pcs\uff0cPFAS/PFOA Free\uff0cKitchen Induction Cooking Sets Dishwasher Safe, Cream White", "asin": "B0DK32KFP7", "price": "$42.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "12 Pc Ceramic Pots and Pans Set Non Stick, Kitchen Cookware Sets, Pot and Pan Set, Ceramic Cookware Set, Non Toxic Cookware Set, Non Stick Pots and Pan Set, Oven Dishwasher Safe - Copper", "asin": "B08P44SNWJ", "price": "$78.48", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "21Pcs Pots and Pans Set, Nonstick Cookware Sets, White Granite Induction Cookware Non Stick Cooking Set w/Frying Pans & Saucepans(PFOS, PFOA Free)", "asin": "B0C8HPJW4J", "price": "$127.49", "delivery": "FREE delivery Sun, Apr 27 Or fastest delivery Fri, Apr 25"}, {"title": "Ceramic Cookware Set 12 Piece, Healthy & PFOA/PFAS Free, Nonstick Pots and Pans Set, Induction-Compatible, Taupe", "asin": "B0DJR7FJYZ", "price": "$84.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Ceramic Cookware Sets, Pots and Pans Set Non Stick Non Toxic, Induction Cookware, kitchen cookware sets, Pots Set for Healthy Coooking 15PCS, White", "asin": "B0CM9MMYQJ", "price": "$49.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Hard Anodized Ceramic Nonstick Cookware Frying/Skillet Pan, 12.25 Inch Non Stick Fry Pan with Stainless Steel Handle - Porcelain White", "asin": "B0DM727HCM", "price": "$44.99", "delivery": "FREE delivery Fri, May 2"}, {"title": "Fresh Gourmet Recycled Ceramic Non Stick Cookware Set 12 Piece, Oven Broiler Safe 500F, Lid Safe 350F, Kitchen Cooking Set W/Fry Pans, Saucepans, Dutch Oven, Utensils, Pots and Pans Set, Grey", "asin": "B0B174PHKC", "price": "$109.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Hard Anodized Ceramic Nonstick Cookware Sauce Pan with Lid, 3 Quart, Empire Red", "asin": "B0CWBNQDQL", "price": "$35.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Thu, Apr 24 Only 19 left in stock (more on the way)."}, {"title": "84837 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Matte Black", "asin": "B0CXG4W4MQ", "delivery": ""}, {"title": "Refresh Ceramic Ceramic Non Stick Cookware Set 12 Piece, Oven Broiler Safe 350F, Cookware, Kitchen Cooking Set w/Fry Pans, Saucepans & Kitchen Utensils, Pots and Pans Set Nonstick, Moon Gray", "asin": "B0D1DB333K", "price": "$79.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "11 Piece Pots and Pans, Ceramic Cookware Non Stick Health Induction Cookware Kitchen Cooking Set with Saucepan Set, PFAS Free", "asin": "B0D4MC77W9", "price": "$59.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "Healthy Duralon Blue Ceramic Nonstick Cookware Set, Diamond Infused Scratch-Resistant, PFAS Free, Dishwasher & Oven Safe, Induction Ready & Evenly Heats, Tempered Glass Lids & Stay-Cool Handles", "asin": "B0C7LL3SGP", "price": "$259.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "17 Piece Ceramic Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Dishwasher \uff06 Oven Safe, PFAS/PTFE/PFOA Free (Gray)", "asin": "B0D4TRY2VX", "price": "$89.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Navy", "asin": "B0DPGPDWRN", "price": "$595.00", "delivery": "FREE delivery Mon, Apr 28"}, {"title": "Hard Anodized Ceramic Nonstick Cookware Sauce Pan with Lid, 3 Quart, Pistachio", "asin": "B0C5N5KDS9", "price": "$44.00", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}, {"title": "21 Pcs Ceramic kitchen Cookware Set,Nonstick Pots and Pans with Removable Handles Stackable Camping Cookware Dishwasher&Oven Safe Frying Pan,Taupe", "asin": "B0DS63KLNH", "price": "$89.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Hard Anodized Nonstick Frying Pans/Skillet Set, 8.25 Inch and 10 Inch, Onyx Black", "asin": "B09H8WX81K", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Canterbury Hard Anodized Healthy Ceramic Nonstick, 10 Piece Cookware Pots and Pans Set, PFAS-Free, Dishwasher Safe, Oven Safe, Black", "asin": "B0B22246YV", "price": "$209.81", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "25pcs Ceramic Cookware Set, Pots and Pans Set Non Stick, Induction Kitchen Sets, Non Stick RV Cookware with Detachable Handle, Dishwasher/Oven Safe Cookware Set, Navy", "asin": "B0DPKB987C", "price": "$129.99", "delivery": "FREE delivery Sat, Apr 26"}, {"title": "Rio 16 Piece Cookware Set, PFOA and PFAS-Free, Healthy Ceramic Nonstick, Dishwasher Safe Easy Clean Durable Performance, Blue", "asin": "B0B6WR5VF2", "price": "$123.99", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23"}, {"title": "Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "price": "$395.00", "delivery": "FREE delivery Mon, Apr 28"}, {"title": "Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\" 9.5\" 11\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White", "asin": "B0CF44XRS9", "price": "$66.39", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"}, {"title": "21 Pcs Pots and Pans Set Non Stick, Ceramic Cookware Set Detachable Handle, RV Kitchen Cooking Set Removable Handles, Oven Safe, Induction Ready, Stackable Non-stick Set, Cream White", "asin": "B0DB6ZH1M9", "price": "$66.49", "delivery": "FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-21T23:59:06.717Z", // 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\": \"2025-04-21T23:59:06.717Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CH1SSTMF\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-21T23:59:06.717Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CH1SSTMF\",}</answer>", "index": 2750, "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\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:48.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:25:20.495Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:22.536Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:54.396Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-21T02:26:04.767Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:26:19.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:27:17.204Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:27:22.759Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T23:58:20.276Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T23:58:30.298Z\", \"action\": \"input\", \"action_argument\": \"ceramic non\"}\n{\"timestamp\": \"2025-04-21T23:58:30.386Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T23:58:50.617Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T23:58:52.590Z\", \"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\": \"ceramic nonstick cookware set kitchenaid\"}],\n\"cart_items\": [{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.64\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"HexClad\\nHybrid Nonstick 6-Piece Pot Set with 2 Silicone Trivets, 2, 3, and 8-Quart Pots with Tempered Glass Lids, Stay-Cool Handles, Dishwasher-Friendly, Induction-Ready, Compatible with All Cooktops\", \"asin\": \"B0CSF1J62Z\", \"price\": \"$379.00\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE\\nNonstick Ceramic Cookware Set 16-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS and PFOA Free\", \"asin\": \"B0CXHDNBSS\", \"price\": \"$99.74\", \"quantity\": \"\"},\n{\"title\": \"Nuwave\\nHealthy Duralon Blue Ceramic Nonstick Cookware Set, Diamond Infused Scratch-Resistant, PFAS Free, Dishwasher & Oven Safe, Induction Ready & Evenly Heats, Tempered Glass Lids & Stay-Cool Handles\", \"asin\": \"B0CGXXVH41\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Sur La Table\\nKitchen Essentials 10 Piece PFA Free Non-Toxic Titanium Ceramic Nonstick Interior Forged Aluminum Cookware Pots and Pans Set - Green - Induction Compatible\", \"asin\": \"B0CB7GJPCM\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart\\nHeathland Premium Nonstick PFA Free Ceramic Interior 10-Piece Tapered Aluminum Cookware Set - Linen White\\nAluminum\", \"asin\": \"B0D2JKPQY9\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid\\nHard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Blue Velvet\", \"asin\": \"B0CH1SSTMF\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid\\nStainless Steel Cookware/Pots and Pans Set, 10 Piece, Brushed Stainless Steel\", \"asin\": \"B0B3PYMYF6\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Our Place\\nAlways Pan 2.0-10.5\\u201d (2.6 Qt) Nonstick, Toxin-Free Ceramic Cookware | Patented 10-in-1 Aluminum Frying & Saut\\u00e9 Pan | Safe for Oven, Induction & All Cooktops up to 450\\u00b0F | Steam\\nAluminum\", \"asin\": \"B0C6SPHV19\", \"price\": \"$125.00\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid\\n3-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Nuwave\\nHealthy Duralon Blue Ceramic Nonstick Cookware Set, Diamond Infused Scratch-Resistant, PFAS Free, Dishwasher & Oven Safe, Induction Ready & Evenly Heats, Tempered Glass Lids & Stay-Cool Handles\", \"asin\": \"B0CGXXVH41\", \"price\": \"$259.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Stainless Steel Cookware Sets\", \"asin\": \"B09V89CSY5\"},\n{\"title\": \"Non-Stick Frying Pans\", \"asin\": \"B09SBJ96HY\"},\n{\"title\": \"Carbon Steel Frying Pan\", \"asin\": \"B0BH6MRY8K\"}],\n\"search_results\": [{\"title\": \"Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Blue Velvet\", \"asin\": \"B0CH1SSTMF\", \"price\": \"$219.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\", \"delivery\": \"FREE delivery Fri, May 2\"},\n{\"title\": \"3-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Titanium Pro Cookware Set (4-Piece) \\u2013 Always Pan & Perfect Pot | Nonstick No-Coat Technology | Tri-Ply Titanium & Stainless Steel | Safe for Oven, Induction & Cooktops up to 750\\u00b0F | Gold\", \"asin\": \"B0DYVDW5YK\", \"price\": \"$499.00\", \"delivery\": \"FREE delivery Temporarily out of stock.\"},\n{\"title\": \"Nonstick Ceramic Cookware Set 16-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS and PFOA Free\", \"asin\": \"B0CXHDNBSS\", \"price\": \"$99.74\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Matte Black\", \"asin\": \"B0CSQYT4XK\", \"price\": \"$219.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Hard Anodized Ceramic Nonstick Cookware/Pots and Pans Set, 10 Piece - Pistachio\", \"asin\": \"B0C5N4N3CS\", \"price\": \"$229.00\", \"delivery\": \"FREE delivery Fri, May 2\"},\n{\"title\": \"Hard Anodized Induction Nonstick Cookware Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B08GFG6GGD\", \"price\": \"$259.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"24 Pcs Pots and Pans Set Non Stick Ceramic Cookware Set,Healthy Non Toxic Kitchen Cookware Sets with Large Capacity,Induction Compatible,Dishwasher Safe,PFAS/PTFE/PFOA/PFOS Free,Cream White\", \"asin\": \"B0DS1NXDFH\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Emmeline Premium Nonstick PFA Free Ceramic Interior 12 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Linen White\", \"asin\": \"B0DJCG2ZT7\", \"price\": \"$189.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Laser Titanium 12 Piece Set - Non-stick Cookware Set Without PFAS, PTFE, or PFOA, 3x More Durable, Dishwasher Safe, Oven Safe\", \"asin\": \"B0CVWG2GLD\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Always Pan 2.0-10.5\\u201d (2.6 Qt) Nonstick, Toxin-Free Ceramic Cookware | Patented 10-in-1 Aluminum Frying & Saut\\u00e9 Pan | Safe for Oven, Induction & All Cooktops up to 450\\u00b0F | Steam\", \"asin\": \"B0C6SPHV19\", \"price\": \"$125.00\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Healthy Duralon Blue Ceramic Nonstick Cookware Set, Diamond Infused Scratch-Resistant, PFAS Free, Dishwasher & Oven Safe, Induction Ready & Evenly Heats, Tempered Glass Lids & Stay-Cool Handles\", \"asin\": \"B0CGXXVH41\", \"price\": \"$259.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"84845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\", \"delivery\": \"FREE delivery Apr 24 - 25 Only 1 left in stock - order soon.\"},\n{\"title\": \"Ceramic Nonstick Cookware Set, Healthy,Non Toxic,17-Pieces Pots and Pans Set Removable Handles,Induction RV Kitchen Set,Stain & Scratch-resistant,Dishwasher/Oven Safe,PFAS/PFOA Free,Cream White\", \"asin\": \"B0CRSZ9MC5\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Ceramic Cookware Set, Non Stick Pots and Pans Sets, 18pcs Pot and Pan Set Non Stick, Cooking Induction Cookware\", \"asin\": \"B0DS9PSV3D\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"23 Pcs Pots and Pans Set Non Stick, Ceramic Cookware Set Detachable Handle, RV Kitchen Cooking Set Removable Handles, Oven Safe, Induction Ready, Stackable Non-stick Set, Cream White\", \"asin\": \"B0DS1VT6CW\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Kitchen Essentials 10 Piece PFA Free Non-Toxic Titanium Ceramic Nonstick Interior Forged Aluminum Cookware Pots and Pans Set - Green - Induction Compatible\", \"asin\": \"B0CB7GJPCM\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Nonstick Ceramic Cookware Set (7 Piece) - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction)\", \"asin\": \"B0B7GT6KVJ\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Kitchen Utensils Set- 35 PCs Cooking Utensils with Grater,Tongs, Spoon Spatula &Turner Made of Heat Resistant Food Grade Silicone and Wooden Handles Kitchen Gadgets Tools Set for Nonstick Cookware\", \"asin\": \"B094PTSRP9\", \"price\": \"$34.39\", \"delivery\": \"FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nonstick Ceramic Cookware Set 23-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS & PFOA Free\", \"asin\": \"B0DCBX34CB\", \"price\": \"$168.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Thu, Apr 24\"},\n{\"title\": \"Ceramic Cookware Sets, Pots and Pans Set Nonstick, 20-Piece Induction Cookware, Non-toxic Healthy Non Stick Kitchen Cooking Set with Stay-Cool Handles, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0CYP1Q3NZ\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Nonstick Ceramic Cookware Set 23-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS & PFOA Free\", \"asin\": \"B0DCBX34CB\", \"price\": \"$168.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Thu, Apr 24\"},\n{\"title\": \"Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\", \"delivery\": \"FREE delivery Fri, May 2\"},\n{\"title\": \"Hard Anodized Ceramic Nonstick Frying Pan/Skillet, 10 Inch, Blue Velvet\", \"asin\": \"B0C5N6HD16\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Ceramic Cookware Set Non Toxic with Detachable Handles, Healthy Nonstick Pans and Pots Set 19 Pcs, Induction Dishwasher Oven Safe Kitchen Set, PFAS PFOA & PTFE Free, Cream White\", \"asin\": \"B0CZNQD1SR\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Hard Anodized Ceramic Nonstick Cookware/Pots and Pans Set, 10 Piece - Blue Velvet\", \"asin\": \"B0C5N267XV\", \"price\": \"$229.00\", \"delivery\": \"FREE delivery Fri, May 2\"},\n{\"title\": \"Pans and Pots Set Nonstick, Ceramic Cookware Set with Detachable Handles, Healthy,Non Toxic, Kitchen Cookware Sets16Pcs, Induction RV Kitchen Set, PFAS PFOA & PTFE Free, Beige White\", \"asin\": \"B0DXQ2FXKT\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"52G-13SG GreenChef\\u00ae Ceramic nonstick cookware Set\", \"asin\": \"B09WB482BT\", \"price\": \"$119.95\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23 Only 18 left in stock - order soon.\"},\n{\"title\": \"19 Pcs Pots and Pans Set Non Stick Ceramic Cookware Set with Removable Handles, Non Toxic Induction Kitchen Cookware Sets RV Cookware,Dishwasher/Oven Safe PFAS/PTFE/PFOA Free Cream White\", \"asin\": \"B0D95XGXXF\", \"price\": \"$75.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Hard Anodized Ceramic Nonstick Cookware Sauce Pan with Lid, 3 Quart, Matte Black\", \"asin\": \"B0CSQWLS8Y\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Nonstick Ceramic Cookware Set 13-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Tools and Pot Protectors, PFAS and PFOA Free\", \"asin\": \"B0BZHG5VQL\", \"price\": \"$65.95\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Ceramic Nonstick Cookware Set,14pcs Pots and Pans Set Non Stick,Induction Cookware with Stainless Steel Handle,Non Toxic Kitchen Cooking Set,Dishwasher & Oven Safe,PFAS PFOA & PTFE Free\", \"asin\": \"B0DJ33BRKP\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Apr 29 - May 3 Or fastest delivery Apr 27 - 30\"},\n{\"title\": \"Nonstick Ceramic Cookware Set 16-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Utensils and Pot Protectors, PFAS and PFOA Free\", \"asin\": \"B0CXHDNBSS\", \"price\": \"$99.74\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"22 Pcs Pots and Pans Set Non Stick Non-Toxic Ceramic Kitchen Cookware Sets Nonstick Pot&Pan With Lid Cream White Granite Induction Compatible with Glass Lids Crepe Frying Pan PFOA/PFOS-Free\", \"asin\": \"B0DTHKY4JJ\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"18Pcs Nonstick Ceramic Cookware Set, PFAS/PFOA Free, Cream White Pots and Pans Set Non Stick, Non-toxic Cookware,Kitchen Cooking Pan Set, Large Capacity\", \"asin\": \"B0DJRBGNZF\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Ceramic Pots and Pans Set Non Stick, Non-Toxic Cookwares, Healthy Ceramic Cookware Set 7Pcs\\uff0cPFAS/PFOA Free\\uff0cKitchen Induction Cooking Sets Dishwasher Safe, Cream White\", \"asin\": \"B0DK32KFP7\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"12 Pc Ceramic Pots and Pans Set Non Stick, Kitchen Cookware Sets, Pot and Pan Set, Ceramic Cookware Set, Non Toxic Cookware Set, Non Stick Pots and Pan Set, Oven Dishwasher Safe - Copper\", \"asin\": \"B08P44SNWJ\", \"price\": \"$78.48\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"21Pcs Pots and Pans Set, Nonstick Cookware Sets, White Granite Induction Cookware Non Stick Cooking Set w/Frying Pans & Saucepans(PFOS, PFOA Free)\", \"asin\": \"B0C8HPJW4J\", \"price\": \"$127.49\", \"delivery\": \"FREE delivery Sun, Apr 27 Or fastest delivery Fri, Apr 25\"},\n{\"title\": \"Ceramic Cookware Set 12 Piece, Healthy & PFOA/PFAS Free, Nonstick Pots and Pans Set, Induction-Compatible, Taupe\", \"asin\": \"B0DJR7FJYZ\", \"price\": \"$84.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Ceramic Cookware Sets, Pots and Pans Set Non Stick Non Toxic, Induction Cookware, kitchen cookware sets, Pots Set for Healthy Coooking 15PCS, White\", \"asin\": \"B0CM9MMYQJ\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Hard Anodized Ceramic Nonstick Cookware Frying/Skillet Pan, 12.25 Inch Non Stick Fry Pan with Stainless Steel Handle - Porcelain White\", \"asin\": \"B0DM727HCM\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Fri, May 2\"},\n{\"title\": \"Fresh Gourmet Recycled Ceramic Non Stick Cookware Set 12 Piece, Oven Broiler Safe 500F, Lid Safe 350F, Kitchen Cooking Set W/Fry Pans, Saucepans, Dutch Oven, Utensils, Pots and Pans Set, Grey\", \"asin\": \"B0B174PHKC\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Hard Anodized Ceramic Nonstick Cookware Sauce Pan with Lid, 3 Quart, Empire Red\", \"asin\": \"B0CWBNQDQL\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Thu, Apr 24 Only 19 left in stock (more on the way).\"},\n{\"title\": \"84837 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Matte Black\", \"asin\": \"B0CXG4W4MQ\", \"delivery\": \"\"},\n{\"title\": \"Refresh Ceramic Ceramic Non Stick Cookware Set 12 Piece, Oven Broiler Safe 350F, Cookware, Kitchen Cooking Set w/Fry Pans, Saucepans & Kitchen Utensils, Pots and Pans Set Nonstick, Moon Gray\", \"asin\": \"B0D1DB333K\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"11 Piece Pots and Pans, Ceramic Cookware Non Stick Health Induction Cookware Kitchen Cooking Set with Saucepan Set, PFAS Free\", \"asin\": \"B0D4MC77W9\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Healthy Duralon Blue Ceramic Nonstick Cookware Set, Diamond Infused Scratch-Resistant, PFAS Free, Dishwasher & Oven Safe, Induction Ready & Evenly Heats, Tempered Glass Lids & Stay-Cool Handles\", \"asin\": \"B0C7LL3SGP\", \"price\": \"$259.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"17 Piece Ceramic Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Dishwasher \\uff06 Oven Safe, PFAS/PTFE/PFOA Free (Gray)\", \"asin\": \"B0D4TRY2VX\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Deluxe Nonstick Ceramic Cookware Set (16 Piece) Pots, Frying Pans, Lids and Kitchen Storage - PFAS & PFOA Free - Oven Safe Ceramic Pan Set & Compatible with All Stovetops - Navy\", \"asin\": \"B0DPGPDWRN\", \"price\": \"$595.00\", \"delivery\": \"FREE delivery Mon, Apr 28\"},\n{\"title\": \"Hard Anodized Ceramic Nonstick Cookware Sauce Pan with Lid, 3 Quart, Pistachio\", \"asin\": \"B0C5N5KDS9\", \"price\": \"$44.00\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"21 Pcs Ceramic kitchen Cookware Set,Nonstick Pots and Pans with Removable Handles Stackable Camping Cookware Dishwasher&Oven Safe Frying Pan,Taupe\", \"asin\": \"B0DS63KLNH\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Hard Anodized Nonstick Frying Pans/Skillet Set, 8.25 Inch and 10 Inch, Onyx Black\", \"asin\": \"B09H8WX81K\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Canterbury Hard Anodized Healthy Ceramic Nonstick, 10 Piece Cookware Pots and Pans Set, PFAS-Free, Dishwasher Safe, Oven Safe, Black\", \"asin\": \"B0B22246YV\", \"price\": \"$209.81\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"25pcs Ceramic Cookware Set, Pots and Pans Set Non Stick, Induction Kitchen Sets, Non Stick RV Cookware with Detachable Handle, Dishwasher/Oven Safe Cookware Set, Navy\", \"asin\": \"B0DPKB987C\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n{\"title\": \"Rio 16 Piece Cookware Set, PFOA and PFAS-Free, Healthy Ceramic Nonstick, Dishwasher Safe Easy Clean Durable Performance, Blue\", \"asin\": \"B0B6WR5VF2\", \"price\": \"$123.99\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"delivery\": \"FREE delivery Mon, Apr 28\"},\n{\"title\": \"Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$66.39\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"21 Pcs Pots and Pans Set Non Stick, Ceramic Cookware Set Detachable Handle, RV Kitchen Cooking Set Removable Handles, Oven Safe, Induction Ready, Stackable Non-stick Set, Cream White\", \"asin\": \"B0DB6ZH1M9\", \"price\": \"$66.49\", \"delivery\": \"FREE delivery Sat, Apr 26 Or Prime members get FREE delivery Tomorrow, Apr 22\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T23:59:06.717Z\", // 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\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:48.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:25:20.495Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:22.536Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:54.396Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-21T02:26:04.767Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:26:19.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:27:17.204Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:27:22.759Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T23:58:20.276Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T23:58:30.298Z\", \"action\": \"input\", \"action_argument\": \"ceramic non\"}\n{\"timestamp\": \"2025-04-21T23:58:30.386Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T23:58:50.617Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T23:58:52.590Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T23:59:06.717Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SSTMF\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"ceramic nonstick cookware set kitchenaid\"}],\n\"cart_items\": [{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.64\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CH1SSTMF\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Blue Velvet\"},\n{\"price\": \"$219.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Manufacturing process does not involve adding to the product any of these substances which may otherwise be present in the environment) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Blue Velvet hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF).\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Blue Velvet\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Saut\\u00e9 Pan with Lid (4.5 qt, 11.8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Navy\", \"asin\": \"B09SS5Y5D7\", \"price\": \"$145.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Navy\", \"asin\": \"B0C12JBFWX\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"Rachael Ray Cucina Nonstick Cookware Pots and Pans Set, 12 Piece, Agave Blue\", \"asin\": \"B00JYHNNYK\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...\", \"asin\": \"B0DPFZ49QC\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Emmeline Premium Nonstick PFA Free Ceramic Interior 12 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Teal\", \"asin\": \"B0DJCJNXG2\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Cookware+ Collection - Specialty Cookware Set - Petite Cooker, Stir Fry Pan, Rondeau, & Stock Pot - 3 Lids & Storage Organizer Included - Navy\", \"asin\": \"B0CZ2YGLQH\", \"price\": \"$495.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Navy\", \"asin\": \"B0CM6ZGBDS\", \"price\": \"$495.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Frying Pan (2.7 qt, 10.5\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Perracotta\", \"asin\": \"B09SS72B82\", \"price\": \"$95.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Navy\", \"asin\": \"B0C12JBFWX\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"GreenPan x Bobby Flay 13 Piece Cookware Pots and Pans Set, Professional Grade Aluminum, PFAS-Free Ceramic Nonstick, Induction Suitable, Stay-Cool Silicone Handle, Dishwasher & Oven Safe, Graphite\", \"asin\": \"B0DDLCSNMG\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"Anolon Achieve Hard Anodized Nonstick Cookware Pots and Pans Set, 9 Piece - Teal\", \"asin\": \"B0C1L4JQH3\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid 3-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Stainless Steel Cookware/Pots and Pans Set, 10 Piece, Brushed Stainless Steel\", \"asin\": \"B0B3PYMYF6\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Frying Pan/Skillet, 10 Inch - Matte Black\", \"asin\": \"B0CSQTSY7G\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Induction Nonstick Frying Pan Set With Lid, 3-Piece \\u2013 8 & 10 Inch Skillets, Durable, Even Heating, Dishwasher & Oven Safe, Easy-Clean, Matte Black\", \"asin\": \"B099PWWL9T\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Albany Dishcloth 8 Pack Set, Blue Velvet/White, 12\\\"x12\\\"\", \"asin\": \"B0BG394RH8\", \"price\": \"$18.00\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Short Turner, 12 inches, Aqua\", \"asin\": \"B07KZP5G3W\", \"price\": \"$15.00\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Blue Velvet\", \"asin\": \"B0CH1SSTMF\", \"price\": \"$219.99\"},\n{\"title\": \"Caraway\\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Sage\", \"asin\": \"B08XLDWJYV\", \"price\": \"$395.00\"},\n{\"title\": \"T-Fal\\u00a0T-fal Initiatives Nonstick Cookware Set 18 Piece, Oven Broiler Safe 350F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Dutch Oven, Griddle, Pots and Pans, Home, Dishwasher Safe, Red\", \"asin\": \"B0084002LK\", \"price\": \"$110.00\"},\n{\"title\": \"CookinCraze\\u00a0Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFAS Free, Induction Compatible, Oven & Dishwasher Safe to 500\\u00b0F, Navy Blue\", \"asin\": \"B0DPFXGCR5\", \"price\": \"$259.90\"},\n{\"title\": \"Nuwave\\u00a0Healthy Duralon Blue Ceramic Nonstick Cookware Set, Diamond Infused Scratch-Resistant, PFAS Free, Dishwasher & Oven Safe, Induction Ready & Evenly Heats, Tempered Glass Lids & Stay-Cool Handles\", \"asin\": \"B0C7LL3SGP\", \"price\": \"$259.99\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"}]\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\": \"2025-04-21T23:59:13.439Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-21T23:59:13.439Z
click
product_option
rule
train
2,751
2025-04-21T23:59:13.439Z
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": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.931Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:09.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:10.779Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:11.399Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:12.925Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:18.501Z", "action": "input", "action_argument": "carawa"} {"timestamp": "2025-04-20T21:54:18.598Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:54:57.470Z", "action": "click_product", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:34.087Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T21:55:52.551Z", "action": "purchase", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:59.164Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-20T21:57:38.883Z", "action": "input", "action_argument": "kitchen trash"} {"timestamp": "2025-04-20T21:57:38.939Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:57:47.719Z", "action": "input", "action_argument": "kitchen trash can"} {"timestamp": "2025-04-20T21:57:49.530Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:05.970Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:09.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:59:52.500Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T22:03:41.408Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T22:03:50.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T22:04:47.612Z", "action": "click_product", "action_argument": "B0DNP3CWG7"} {"timestamp": "2025-04-20T22:05:04.398Z", "action": "click_product", "action_argument": "B000ZIVN9O"} {"timestamp": "2025-04-21T02:00:03.588Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:06:04.621Z", "action": "input", "action_argument": "counter"} {"timestamp": "2025-04-21T02:06:04.681Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:07:37.010Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:39.042Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:42.562Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:45.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:59.291Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:00.357Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:01.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:06.579Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:09.402Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:10.823Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:11.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.132Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:16.746Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:17.392Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:19.457Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:20.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:32.176Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:08:48.182Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:54.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:57.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.225Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.994Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:11.899Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:13.208Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:20.657Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:25.807Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:27.195Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:34.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:36.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:37.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:40.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:41.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:43.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:10:08.250Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:10:27.399Z", "action": "click_product", "action_argument": "/promo/A1U14TP8VU22XM"} {"timestamp": "2025-04-21T02:12:45.616Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:48.610Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:52.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:55.698Z", "action": "purchase", "action_argument": "B0BG38ZL8R"} {"timestamp": "2025-04-21T02:13:11.180Z", "action": "input", "action_argument": "baking pan"} {"timestamp": "2025-04-21T02:13:11.334Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:13:45.328Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:15:21.335Z", "action": "input", "action_argument": "glass stora"} {"timestamp": "2025-04-21T02:15:21.420Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:16:03.898Z", "action": "click_product", "action_argument": "B09QQGY1BW"} {"timestamp": "2025-04-21T02:17:14.376Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:17.540Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:22.261Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:25.440Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:26.159Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.071Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:30.458Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:31.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:34.079Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:19:53.995Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:26.437Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:28.845Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:20:31.104Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:35.384Z", "action": "purchase", "action_argument": "B08XLT1YD8"} {"timestamp": "2025-04-21T02:20:40.097Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:48.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:25:20.495Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:25:22.536Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:25:54.396Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-21T02:26:04.767Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:26:19.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:27:17.204Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:27:22.759Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-21T23:58:20.276Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T23:58:30.298Z", "action": "input", "action_argument": "ceramic non"} {"timestamp": "2025-04-21T23:58:30.386Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T23:58:50.617Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T23:58:52.590Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T23:59:06.717Z", "action": "click_product", "action_argument": "B0CH1SSTMF"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "ceramic nonstick cookware set kitchenaid"}], "cart_items": [{"title": "BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite", "asin": "B0BG38ZL8R", "price": "$14.99", "quantity": "1"}, {"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.64", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "product_details": [{"asin": "B0CH1SSTMF"}, {"title": "KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\u00b0F, Blue Velvet"}, {"price": "$219.99"}, {"bullet_list": "TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Manufacturing process does not involve adding to the product any of these substances which may otherwise be present in the environment) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Blue Velvet hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\u00baF)."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Blue Velvet"}, {"Size": "10 Piece"}], "promotion_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "price": "$395.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Saut\u00e9 Pan with Lid (4.5 qt, 11.8\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Navy", "asin": "B09SS5Y5D7", "price": "$145.00", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Navy", "asin": "B0C12JBFWX", "price": "$200.00", "quantity": ""}, {"title": "Rachael Ray Cucina Nonstick Cookware Pots and Pans Set, 12 Piece, Agave Blue", "asin": "B00JYHNNYK", "price": "$159.99", "quantity": ""}, {"title": "Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...", "asin": "B0DPFZ49QC", "price": "$259.90", "quantity": ""}, {"title": "Martha Stewart Emmeline Premium Nonstick PFA Free Ceramic Interior 12 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Teal", "asin": "B0DJCJNXG2", "price": "$189.99", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream", "asin": "B08XM1B6ZX", "price": "$395.00", "quantity": ""}, {"title": "Caraway Cookware+ Collection - Specialty Cookware Set - Petite Cooker, Stir Fry Pan, Rondeau, & Stock Pot - 3 Lids & Storage Organizer Included - Navy", "asin": "B0CZ2YGLQH", "price": "$495.00", "quantity": ""}, {"title": "Caraway Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Navy", "asin": "B0CM6ZGBDS", "price": "$495.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Frying Pan (2.7 qt, 10.5\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Perracotta", "asin": "B09SS72B82", "price": "$95.00", "quantity": ""}, {"title": "Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Navy", "asin": "B0C12JBFWX", "price": "$200.00", "quantity": ""}, {"title": "GreenPan x Bobby Flay 13 Piece Cookware Pots and Pans Set, Professional Grade Aluminum, PFAS-Free Ceramic Nonstick, Induction Suitable, Stay-Cool Silicone Handle, Dishwasher & Oven Safe, Graphite", "asin": "B0DDLCSNMG", "price": "$229.99", "quantity": ""}, {"title": "Anolon Achieve Hard Anodized Nonstick Cookware Pots and Pans Set, 9 Piece - Teal", "asin": "B0C1L4JQH3", "price": "$229.99", "quantity": ""}, {"title": "KitchenAid 3-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99", "quantity": ""}, {"title": "KitchenAid Stainless Steel Cookware/Pots and Pans Set, 10 Piece, Brushed Stainless Steel", "asin": "B0B3PYMYF6", "price": "$169.99", "quantity": ""}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Frying Pan/Skillet, 10 Inch - Matte Black", "asin": "B0CSQTSY7G", "price": "$34.99", "quantity": ""}, {"title": "KitchenAid Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99", "quantity": ""}, {"title": "KitchenAid Hard Anodized Induction Nonstick Frying Pan Set With Lid, 3-Piece \u2013 8 & 10 Inch Skillets, Durable, Even Heating, Dishwasher & Oven Safe, Easy-Clean, Matte Black", "asin": "B099PWWL9T", "price": "$79.99", "quantity": ""}, {"title": "KitchenAid Albany Dishcloth 8 Pack Set, Blue Velvet/White, 12\"x12\"", "asin": "B0BG394RH8", "price": "$18.00", "quantity": ""}, {"title": "KitchenAid Short Turner, 12 inches, Aqua", "asin": "B07KZP5G3W", "price": "$15.00", "quantity": ""}], "comparison_items": [{"title": "KitchenAid\u00a0Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\u00b0F, Blue Velvet", "asin": "B0CH1SSTMF", "price": "$219.99"}, {"title": "Caraway\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Sage", "asin": "B08XLDWJYV", "price": "$395.00"}, {"title": "T-Fal\u00a0T-fal Initiatives Nonstick Cookware Set 18 Piece, Oven Broiler Safe 350F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Dutch Oven, Griddle, Pots and Pans, Home, Dishwasher Safe, Red", "asin": "B0084002LK", "price": "$110.00"}, {"title": "CookinCraze\u00a0Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFAS Free, Induction Compatible, Oven & Dishwasher Safe to 500\u00b0F, Navy Blue", "asin": "B0DPFXGCR5", "price": "$259.90"}, {"title": "Nuwave\u00a0Healthy Duralon Blue Ceramic Nonstick Cookware Set, Diamond Infused Scratch-Resistant, PFAS Free, Dishwasher & Oven Safe, Induction Ready & Evenly Heats, Tempered Glass Lids & Stay-Cool Handles", "asin": "B0C7LL3SGP", "price": "$259.99"}, {"title": "Calphalon\u00a0\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99"}] <|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": "2025-04-21T23:59:13.439Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-21T23:59:13.439Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-21T23:59:13.439Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 2751, "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\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:48.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:25:20.495Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:22.536Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:54.396Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-21T02:26:04.767Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:26:19.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:27:17.204Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:27:22.759Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T23:58:20.276Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T23:58:30.298Z\", \"action\": \"input\", \"action_argument\": \"ceramic non\"}\n{\"timestamp\": \"2025-04-21T23:58:30.386Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T23:58:50.617Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T23:58:52.590Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T23:59:06.717Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SSTMF\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"ceramic nonstick cookware set kitchenaid\"}],\n\"cart_items\": [{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.64\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CH1SSTMF\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Blue Velvet\"},\n{\"price\": \"$219.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Manufacturing process does not involve adding to the product any of these substances which may otherwise be present in the environment) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Blue Velvet hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF).\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Blue Velvet\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Saut\\u00e9 Pan with Lid (4.5 qt, 11.8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Navy\", \"asin\": \"B09SS5Y5D7\", \"price\": \"$145.00\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Navy\", \"asin\": \"B0C12JBFWX\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"Rachael Ray Cucina Nonstick Cookware Pots and Pans Set, 12 Piece, Agave Blue\", \"asin\": \"B00JYHNNYK\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...\", \"asin\": \"B0DPFZ49QC\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Martha Stewart Emmeline Premium Nonstick PFA Free Ceramic Interior 12 Piece Heavy Gauge Enamel Aluminum Pots and Pans Cookware Set - Teal\", \"asin\": \"B0DJCJNXG2\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, 3 Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Cream\", \"asin\": \"B08XM1B6ZX\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Cookware+ Collection - Specialty Cookware Set - Petite Cooker, Stir Fry Pan, Rondeau, & Stock Pot - 3 Lids & Storage Organizer Included - Navy\", \"asin\": \"B0CZ2YGLQH\", \"price\": \"$495.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Square Cookware Set - Square Pans Set - Perfect for Griddling, Toasting, Searing, Roasting, and More - Non-Stick Ceramic Coated Pans - Non Toxic, PTFE & PFOA Free - Navy\", \"asin\": \"B0CM6ZGBDS\", \"price\": \"$495.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Frying Pan (2.7 qt, 10.5\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Perracotta\", \"asin\": \"B09SS72B82\", \"price\": \"$95.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Navy\", \"asin\": \"B0C12JBFWX\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"GreenPan x Bobby Flay 13 Piece Cookware Pots and Pans Set, Professional Grade Aluminum, PFAS-Free Ceramic Nonstick, Induction Suitable, Stay-Cool Silicone Handle, Dishwasher & Oven Safe, Graphite\", \"asin\": \"B0DDLCSNMG\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"Anolon Achieve Hard Anodized Nonstick Cookware Pots and Pans Set, 9 Piece - Teal\", \"asin\": \"B0C1L4JQH3\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid 3-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Stainless Steel Cookware/Pots and Pans Set, 10 Piece, Brushed Stainless Steel\", \"asin\": \"B0B3PYMYF6\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Frying Pan/Skillet, 10 Inch - Matte Black\", \"asin\": \"B0CSQTSY7G\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Induction Nonstick Frying Pan Set With Lid, 3-Piece \\u2013 8 & 10 Inch Skillets, Durable, Even Heating, Dishwasher & Oven Safe, Easy-Clean, Matte Black\", \"asin\": \"B099PWWL9T\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Albany Dishcloth 8 Pack Set, Blue Velvet/White, 12\\\"x12\\\"\", \"asin\": \"B0BG394RH8\", \"price\": \"$18.00\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Short Turner, 12 inches, Aqua\", \"asin\": \"B07KZP5G3W\", \"price\": \"$15.00\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic 9-Piece Nonstick Cookware Set \\u2013 Includes Fry Pans, Saucepan, Stockpot, Durable, Even Heating, Oven Safe to 500\\u00b0F, Blue Velvet\", \"asin\": \"B0CH1SSTMF\", \"price\": \"$219.99\"},\n{\"title\": \"Caraway\\u00a0Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Sage\", \"asin\": \"B08XLDWJYV\", \"price\": \"$395.00\"},\n{\"title\": \"T-Fal\\u00a0T-fal Initiatives Nonstick Cookware Set 18 Piece, Oven Broiler Safe 350F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Dutch Oven, Griddle, Pots and Pans, Home, Dishwasher Safe, Red\", \"asin\": \"B0084002LK\", \"price\": \"$110.00\"},\n{\"title\": \"CookinCraze\\u00a0Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFAS Free, Induction Compatible, Oven & Dishwasher Safe to 500\\u00b0F, Navy Blue\", \"asin\": \"B0DPFXGCR5\", \"price\": \"$259.90\"},\n{\"title\": \"Nuwave\\u00a0Healthy Duralon Blue Ceramic Nonstick Cookware Set, Diamond Infused Scratch-Resistant, PFAS Free, Dishwasher & Oven Safe, Induction Ready & Evenly Heats, Tempered Glass Lids & Stay-Cool Handles\", \"asin\": \"B0C7LL3SGP\", \"price\": \"$259.99\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"}]\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\": \"2025-04-21T23:59:13.439Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:48.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:25:20.495Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:22.536Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:54.396Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-21T02:26:04.767Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:26:19.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:27:17.204Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:27:22.759Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T23:58:20.276Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T23:58:30.298Z\", \"action\": \"input\", \"action_argument\": \"ceramic non\"}\n{\"timestamp\": \"2025-04-21T23:58:30.386Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T23:58:50.617Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T23:58:52.590Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T23:59:06.717Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SSTMF\"}\n{\"timestamp\": \"2025-04-21T23:59:13.439Z\", \"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\": \"ceramic nonstick cookware set kitchenaid\"}],\n\"cart_items\": [{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.64\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...\", \"asin\": \"B0DPFXJ4T8\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Caraway Dutch Oven Pot with Lid (6.5 qt, 10.5\\\") - Non-Stick Ceramic Coating - Free From Forever Chemicals - Oven Safe & Stovetop Agnostic - Cream\", \"asin\": \"B09SS3C751\", \"price\": \"$135.00\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE 17 Piece Ceramic Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Dishwasher \\uff06 Oven Safe, PFAS/PTFE/PFOA Free (Almond Beige)\", \"asin\": \"B0D4TDBZN3\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream\", \"asin\": \"B0C128VD3B\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Cookware Sauce Pan with Lid, 3 Quart, Pistachio\", \"asin\": \"B0C5N5KDS9\", \"price\": \"$44.00\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Stainless Steel Cookware/Pots and Pans Set, 10 Piece, Brushed Stainless Steel\", \"asin\": \"B0B3PYMYF6\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Albany Dishcloth 8 Pack Set, Blue Velvet/White, 12\\\"x12\\\"\", \"asin\": \"B0BG394RH8\", \"price\": \"$18.00\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid 3-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"KITCHENAID Quilted Cotton Terry Cloth Oven Mitt, Pot Holder, Kitchen Towel 4-Pack Set, Heat Resistant, Silicone Grip, 16\\\"x26\\\", 7\\\"x13\\\" & 7\\\"x10\\\", Aqua Sky\", \"asin\": \"B0BMK2P42Q\", \"price\": \"$26.00\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid 84845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"SENSARTE\\u00a0Nonstick Ceramic Cookware Set 13-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Tools and Pot Protectors, PFAS and PFOA Free\", \"asin\": \"B0BZHG5VQL\", \"price\": \"$65.95\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-21T23:59:18.291Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-21T23:59:18.291Z
purchase
B0DM6ZLKF8
rule
train
2,752
2025-04-21T23:59:18.291Z
purchase
B0DM6ZLKF8
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-19T15:08:53.553Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:17.944Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:09:33.125Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-19T15:10:06.352Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:12.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-19T15:10:13.655Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:52:26.902Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T21:53:49.683Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:51.550Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:53:53.509Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:00.678Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:04.235Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:05.422Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:06.275Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.396Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:08.931Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:09.608Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:10.779Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:11.399Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:12.925Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T21:54:18.501Z", "action": "input", "action_argument": "carawa"} {"timestamp": "2025-04-20T21:54:18.598Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:54:57.470Z", "action": "click_product", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:34.087Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T21:55:52.551Z", "action": "purchase", "action_argument": "B08XM1B6ZX"} {"timestamp": "2025-04-20T21:55:59.164Z", "action": "click_product", "action_argument": ""} {"timestamp": "2025-04-20T21:57:38.883Z", "action": "input", "action_argument": "kitchen trash"} {"timestamp": "2025-04-20T21:57:38.939Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T21:57:47.719Z", "action": "input", "action_argument": "kitchen trash can"} {"timestamp": "2025-04-20T21:57:49.530Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:05.970Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:58:09.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T21:59:52.500Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-20T22:03:41.408Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T22:03:50.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T22:04:47.612Z", "action": "click_product", "action_argument": "B0DNP3CWG7"} {"timestamp": "2025-04-20T22:05:04.398Z", "action": "click_product", "action_argument": "B000ZIVN9O"} {"timestamp": "2025-04-21T02:00:03.588Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:06:04.621Z", "action": "input", "action_argument": "counter"} {"timestamp": "2025-04-21T02:06:04.681Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:07:37.010Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:39.042Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:42.562Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:45.782Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:07:59.291Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:00.357Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:01.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:06.579Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:09.402Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:10.823Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:11.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.132Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:13.945Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:16.746Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:17.392Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:19.457Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:20.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:32.176Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:08:48.182Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:54.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:08:57.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.225Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:05.994Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:11.899Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:13.208Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:20.657Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:25.807Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:27.195Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:34.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:36.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:37.063Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:40.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:41.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:09:43.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:10:08.250Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:10:27.399Z", "action": "click_product", "action_argument": "/promo/A1U14TP8VU22XM"} {"timestamp": "2025-04-21T02:12:45.616Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:48.610Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:52.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:12:55.698Z", "action": "purchase", "action_argument": "B0BG38ZL8R"} {"timestamp": "2025-04-21T02:13:11.180Z", "action": "input", "action_argument": "baking pan"} {"timestamp": "2025-04-21T02:13:11.334Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:13:45.328Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:15:21.335Z", "action": "input", "action_argument": "glass stora"} {"timestamp": "2025-04-21T02:15:21.420Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T02:16:03.898Z", "action": "click_product", "action_argument": "B09QQGY1BW"} {"timestamp": "2025-04-21T02:17:14.376Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:17.540Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:22.261Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:25.440Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:26.159Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.071Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:27.651Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.279Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:29.902Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:30.458Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:31.541Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:17:34.079Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:19:53.995Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:26.437Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:20:28.845Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:20:31.104Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:35.384Z", "action": "purchase", "action_argument": "B08XLT1YD8"} {"timestamp": "2025-04-21T02:20:40.097Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T02:20:48.777Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:25:20.495Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:25:22.536Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T02:25:54.396Z", "action": "click_product", "action_argument": "B0CH1SNCPT"} {"timestamp": "2025-04-21T02:26:04.767Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-21T02:26:19.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T02:27:17.204Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-21T02:27:22.759Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-21T23:58:20.276Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-21T23:58:30.298Z", "action": "input", "action_argument": "ceramic non"} {"timestamp": "2025-04-21T23:58:30.386Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T23:58:50.617Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T23:58:52.590Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T23:59:06.717Z", "action": "click_product", "action_argument": "B0CH1SSTMF"} {"timestamp": "2025-04-21T23:59:13.439Z", "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": "ceramic nonstick cookware set kitchenaid"}], "cart_items": [{"title": "BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite", "asin": "B0BG38ZL8R", "price": "$14.99", "quantity": "1"}, {"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "price": "$32.64", "quantity": "1"}, {"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"}, {"title": "Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$169.89", "quantity": "1"}], "product_details": [{"asin": "B0DM6ZLKF8"}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White"}, {"price": "$229.99"}, {"bullet_list": "TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty"}], "product_options": [{"Color": "White"}, {"Size": "10 Piece"}], "promotion_items": [{"title": "Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray", "asin": "B08XLT1YD8", "price": "$395.00", "quantity": ""}, {"title": "Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...", "asin": "B0DPFXJ4T8", "price": "$259.90", "quantity": ""}, {"title": "Caraway Dutch Oven Pot with Lid (6.5 qt, 10.5\") - Non-Stick Ceramic Coating - Free From Forever Chemicals - Oven Safe & Stovetop Agnostic - Cream", "asin": "B09SS3C751", "price": "$135.00", "quantity": ""}, {"title": "SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free", "asin": "B0D2H94CD1", "price": "$79.99", "quantity": ""}, {"title": "Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM", "asin": "B0D4NBB1VK", "price": "$399.99", "quantity": ""}, {"title": "SENSARTE 17 Piece Ceramic Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Dishwasher \uff06 Oven Safe, PFAS/PTFE/PFOA Free (Almond Beige)", "asin": "B0D4TDBZN3", "price": "$89.99", "quantity": ""}, {"title": "Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream", "asin": "B0C128VD3B", "price": "$200.00", "quantity": ""}, {"title": "KitchenAid Hard Anodized Ceramic Nonstick Cookware Sauce Pan with Lid, 3 Quart, Pistachio", "asin": "B0C5N5KDS9", "price": "$44.00", "quantity": ""}, {"title": "KitchenAid Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99", "quantity": ""}, {"title": "KitchenAid Stainless Steel Cookware/Pots and Pans Set, 10 Piece, Brushed Stainless Steel", "asin": "B0B3PYMYF6", "price": "$169.99", "quantity": ""}, {"title": "KitchenAid Albany Dishcloth 8 Pack Set, Blue Velvet/White, 12\"x12\"", "asin": "B0BG394RH8", "price": "$18.00", "quantity": ""}, {"title": "KitchenAid 3-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99", "quantity": ""}, {"title": "KITCHENAID Quilted Cotton Terry Cloth Oven Mitt, Pot Holder, Kitchen Towel 4-Pack Set, Heat Resistant, Silicone Grip, 16\"x26\", 7\"x13\" & 7\"x10\", Aqua Sky", "asin": "B0BMK2P42Q", "price": "$26.00", "quantity": ""}, {"title": "KitchenAid 84845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red", "asin": "B0CXG35HVJ", "price": "$229.95", "quantity": ""}], "comparison_items": [{"title": "KitchenAid\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White", "asin": "B0DM6ZLKF8", "price": "$229.99"}, {"title": "KitchenAid\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black", "asin": "B0B83SWSTX", "price": "$189.99"}, {"title": "SENSARTE\u00a0Nonstick Ceramic Cookware Set 13-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Tools and Pot Protectors, PFAS and PFOA Free", "asin": "B0BZHG5VQL", "price": "$65.95"}, {"title": "KitchenAid\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless", "asin": "B08GFTB995", "price": "$259.99"}, {"title": "Calphalon\u00a0\u00ae Ceramic Nonstick 12-pc. Cookware Set", "asin": "B0D9HYM4Y4", "price": "$159.99"}, {"title": "KitchenAid\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black", "asin": "B08DZXRBH3", "price": "$199.99"}] <|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": "2025-04-21T23:59:18.291Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-21T23:59:18.291Z\",\"action\": \"purchase\",\"acion_argument\": \"B0DM6ZLKF8\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-21T23:59:18.291Z\",\"action\": \"purchase\",\"acion_argument\": \"B0DM6ZLKF8\",}</answer>", "index": 2752, "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\": \"2025-04-19T15:08:53.553Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:17.944Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:09:33.125Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-19T15:10:06.352Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:12.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T15:10:13.655Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:52:26.902Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T21:53:49.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:51.550Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:53:53.509Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:00.678Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:04.235Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:05.422Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:06.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.396Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:08.931Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:09.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:10.779Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:11.399Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:12.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T21:54:18.501Z\", \"action\": \"input\", \"action_argument\": \"carawa\"}\n{\"timestamp\": \"2025-04-20T21:54:18.598Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:54:57.470Z\", \"action\": \"click_product\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:34.087Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T21:55:52.551Z\", \"action\": \"purchase\", \"action_argument\": \"B08XM1B6ZX\"}\n{\"timestamp\": \"2025-04-20T21:55:59.164Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-20T21:57:38.883Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash\"}\n{\"timestamp\": \"2025-04-20T21:57:38.939Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T21:57:47.719Z\", \"action\": \"input\", \"action_argument\": \"kitchen trash can\"}\n{\"timestamp\": \"2025-04-20T21:57:49.530Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:05.970Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:58:09.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:59:52.500Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-20T22:03:41.408Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T22:03:50.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T22:04:47.612Z\", \"action\": \"click_product\", \"action_argument\": \"B0DNP3CWG7\"}\n{\"timestamp\": \"2025-04-20T22:05:04.398Z\", \"action\": \"click_product\", \"action_argument\": \"B000ZIVN9O\"}\n{\"timestamp\": \"2025-04-21T02:00:03.588Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:06:04.621Z\", \"action\": \"input\", \"action_argument\": \"counter\"}\n{\"timestamp\": \"2025-04-21T02:06:04.681Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:07:37.010Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:39.042Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:42.562Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:45.782Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:07:59.291Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:00.357Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:01.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:06.579Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:09.402Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:10.823Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:11.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.132Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:13.945Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:16.746Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:17.392Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:19.457Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:20.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:32.176Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:08:48.182Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:54.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:08:57.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.225Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:05.994Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:11.899Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:13.208Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:20.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:25.807Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:27.195Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:34.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:36.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:37.063Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:40.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:41.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:09:43.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:10:08.250Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:10:27.399Z\", \"action\": \"click_product\", \"action_argument\": \"/promo/A1U14TP8VU22XM\"}\n{\"timestamp\": \"2025-04-21T02:12:45.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:48.610Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:52.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:12:55.698Z\", \"action\": \"purchase\", \"action_argument\": \"B0BG38ZL8R\"}\n{\"timestamp\": \"2025-04-21T02:13:11.180Z\", \"action\": \"input\", \"action_argument\": \"baking pan\"}\n{\"timestamp\": \"2025-04-21T02:13:11.334Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:13:45.328Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:15:21.335Z\", \"action\": \"input\", \"action_argument\": \"glass stora\"}\n{\"timestamp\": \"2025-04-21T02:15:21.420Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T02:16:03.898Z\", \"action\": \"click_product\", \"action_argument\": \"B09QQGY1BW\"}\n{\"timestamp\": \"2025-04-21T02:17:14.376Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:17.540Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:22.261Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:25.440Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:26.159Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.071Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:27.651Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:29.902Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:30.458Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:31.541Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:17:34.079Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:19:53.995Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:26.437Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:20:28.845Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:20:31.104Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:35.384Z\", \"action\": \"purchase\", \"action_argument\": \"B08XLT1YD8\"}\n{\"timestamp\": \"2025-04-21T02:20:40.097Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T02:20:48.777Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:25:20.495Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:22.536Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T02:25:54.396Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SNCPT\"}\n{\"timestamp\": \"2025-04-21T02:26:04.767Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T02:26:19.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T02:27:17.204Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T02:27:22.759Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T23:58:20.276Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T23:58:30.298Z\", \"action\": \"input\", \"action_argument\": \"ceramic non\"}\n{\"timestamp\": \"2025-04-21T23:58:30.386Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T23:58:50.617Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T23:58:52.590Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T23:59:06.717Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH1SSTMF\"}\n{\"timestamp\": \"2025-04-21T23:59:13.439Z\", \"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\": \"ceramic nonstick cookware set kitchenaid\"}],\n\"cart_items\": [{\"title\": \"BINO Cutting Board - 3-Piece Chopping Boards | BPA-Free Plastic, Durable, Multipurpose, Dual-Sided, Dishwasher Safe, Easy to Clean | Charcuterie Accessories | Home & Kitchen Utensils White Granite\", \"asin\": \"B0BG38ZL8R\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"price\": \"$32.64\", \"quantity\": \"1\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$169.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DM6ZLKF8\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\"},\n{\"price\": \"$229.99\"},\n{\"bullet_list\": \"TOUGH, FORGED CONSTRUCTION: Hard anodized ceramic nonstick pots and pans from KitchenAid are 8x harder than aluminum for lasting performance and feature a thick, forged base for fast and even heat conduction EASY-CLEAN CERAMIC: High performance ceramic nonstick is made without PFAS, BPA, Lead, or Cadmium* for safe, consistent food release and fast, easy cleanup (*Product design does not involve intentionally adding to the interior nonstick coating any of these substances which may otherwise be present in the environment.) KITCHEN TO TABLE DESIGN: Pots and pans are color-finished in a modern Porcelain White hue for a standout, contemporary look from performance to presentation CONTROL AND CONVENIENCE: Shatter-resistant, tempered glass lids lock in heat and moisture and double riveted, stainless steel handles provide confidence and control from stovetop to oven to table RANGE AND REPERTOIRE: Build on your collection of go-to recipes with versatile cookware that is oven safe to 500\\u00baF for taking on the widest range of stove-to-oven meal making (glass lids are oven safe to 350\\u00baF). CERAMIC NONSTICK COOKWARE SET INCLUDES: 1.5-quart saucepan with lid, 3-quart saucepan with lid, 6-quart stockpot with lid, 3-quart saut\\u00e9 pan with lid, 8.25-inch frying pan, 10-inch frying pan HIGH QUALITY, HIGH PERFORMANCE: 10-piece ceramic nonstick pots and pans set from KitchenAid is backed by a Limited Lifetime Warranty\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"10 Piece\"}],\n\"promotion_items\": [{\"title\": \"Caraway Nonstick Ceramic Cookware Set (12 Piece) Pots, Pans, Lids and Kitchen Storage - Non Toxic - Oven Safe & Compatible with All Stovetops - Gray\", \"asin\": \"B08XLT1YD8\", \"price\": \"$395.00\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Nonstick Pots and Pans Set 8-Piece Cookware Set - Non-Toxic & PTFE/PFOA/PFA...\", \"asin\": \"B0DPFXJ4T8\", \"price\": \"$259.90\", \"quantity\": \"\"},\n{\"title\": \"Caraway Dutch Oven Pot with Lid (6.5 qt, 10.5\\\") - Non-Stick Ceramic Coating - Free From Forever Chemicals - Oven Safe & Stovetop Agnostic - Cream\", \"asin\": \"B09SS3C751\", \"price\": \"$135.00\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Ceramic Cookware Sets, Pots and Pans Set Non stick, 14-Piece Induction Cookware, Non toxic Healthy Non Stick Kitchen Cooking Set, with Frying Pans Set, PFAS PTFE PFOA PFOS Free\", \"asin\": \"B0D2H94CD1\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Ceramic Pro 14-Piece Cookware Set, Non-Stick Pots & Pans Set with Glass Lids, PTFE Free, Ceramic Coated, Oven Safe, All Stovetops & Induction Compatible, Midnight Blue, CW39014MM\", \"asin\": \"B0D4NBB1VK\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE 17 Piece Ceramic Pots and Pans Set, Nonstick Detachable Handle Cookware, Induction Kitchen Cookware Set with Removable Handle, Dishwasher \\uff06 Oven Safe, PFAS/PTFE/PFOA Free (Almond Beige)\", \"asin\": \"B0D4TDBZN3\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Mini Cookware Set - Non-Stick Ceramic Fry Pan (1.05 qt, 8\\\") Sauce Pan (1.75 qt) & Storage Rack - Non Toxic, PTFE & PFOA Free - Oven Safe & Stovetop Agnostic (Gas, Electric & Induction) - Cream\", \"asin\": \"B0C128VD3B\", \"price\": \"$200.00\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Ceramic Nonstick Cookware Sauce Pan with Lid, 3 Quart, Pistachio\", \"asin\": \"B0C5N5KDS9\", \"price\": \"$44.00\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Stainless Steel Cookware/Pots and Pans Set, 10 Piece, Brushed Stainless Steel\", \"asin\": \"B0B3PYMYF6\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Albany Dishcloth 8 Pack Set, Blue Velvet/White, 12\\\"x12\\\"\", \"asin\": \"B0BG394RH8\", \"price\": \"$18.00\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid 3-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"KITCHENAID Quilted Cotton Terry Cloth Oven Mitt, Pot Holder, Kitchen Towel 4-Pack Set, Heat Resistant, Silicone Grip, 16\\\"x26\\\", 7\\\"x13\\\" & 7\\\"x10\\\", Aqua Sky\", \"asin\": \"B0BMK2P42Q\", \"price\": \"$26.00\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid 84845 10-Pc. Hard Anodized Nonstick Ceramic Cookware Set - Empire Red\", \"asin\": \"B0CXG35HVJ\", \"price\": \"$229.95\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KitchenAid\\u00a0Hard Anodized Ceramic Nonstick Pots and Pans Set with Saucepans, Frying Pans, Stockpot, and Lids, 10 Piece Non Stick Cookware Set with Stainless Steel Handles - Porcelain White\", \"asin\": \"B0DM6ZLKF8\", \"price\": \"$229.99\"},\n{\"title\": \"KitchenAid\\u00a0Hard Anodized Nonstick Cookware/Pots and Pans Set, 10 Piece, Matte Black\", \"asin\": \"B0B83SWSTX\", \"price\": \"$189.99\"},\n{\"title\": \"SENSARTE\\u00a0Nonstick Ceramic Cookware Set 13-Piece, Healthy Pots and Pans Set, Non-toxic Kitchen Cooking Set with Stay-Cool Handles, Silicone Tools and Pot Protectors, PFAS and PFOA Free\", \"asin\": \"B0BZHG5VQL\", \"price\": \"$65.95\"},\n{\"title\": \"KitchenAid\\u00a03-Ply Base Stainless Steel Cookware Pots and Pans Set, 10 Piece, Brushed Stainless\", \"asin\": \"B08GFTB995\", \"price\": \"$259.99\"},\n{\"title\": \"Calphalon\\u00a0\\u00ae Ceramic Nonstick 12-pc. Cookware Set\", \"asin\": \"B0D9HYM4Y4\", \"price\": \"$159.99\"},\n{\"title\": \"KitchenAid\\u00a012 Piece Heavy-Gauge 4.0 Stainless Steel Base Induction Dishwasher Safe Aluminum Nonstick Cookware Set Onyx Black\", \"asin\": \"B08DZXRBH3\", \"price\": \"$199.99\"}]\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\": \"2025-04-21T23:59:18.291Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 41 Fl Oz Liquid\", \"asin\": \"B01NBFHFZN\", \"price\": \"$6.97\", \"quantity\": \"1\"},\n{\"title\": \"FullChea - Top Grade Chinese Chrysanthemum Tea - 3.52oz/100g - Premium Natural Dried Chrysanthemum Flower - Tai Ju Herbal Tea Loose Leaf - Non-GMO - Caffeine-free - Sweet & Fresh\", \"asin\": \"B09SZ3KDL5\", \"price\": \"$14.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Lume Laundry Stink Eraser - Detergent Booster & Sink Soak - Eliminates Body Odor In Clothes - Odor Blasting Enzyme Blend - Makes Your Detergent Work Better - Free And Clear - 8 fluid ounces (2 Pack)\", \"asin\": \"B099H2JPZG\", \"price\": \"$29.98\", \"quantity\": \"\"},\n{\"title\": \"WIN Activewear Detergent - Active Fresh - 64oz Bottle - Sports Detergent for Sweaty Workout Clothes and Team Uniforms\", \"asin\": \"B07C2BM2LP\", \"price\": \"$25.87\", \"quantity\": \"\"},\n{\"title\": \"Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible\", \"asin\": \"B085V5PPP8\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Biokleen Natural Laundry Detergent Liquid - 300 Loads- Eco Friendly Concentrated Plant Based Safe for Kids and Pets No Artificial Colors or Preservatives\", \"asin\": \"B00WE0BFQW\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Clorox Scentiva Disinfecting Mist, Coconut and Waterlily, 1 Spray and 1 Refill, 16 oz Each\", \"asin\": \"B0D1JBGHXC\", \"price\": \"$13.17\", \"quantity\": \"\"},\n{\"title\": \"Rockin' Green Laundry Detergent, Plant based, All Natural Laundry Detergent Powder, Vegan and Biodegradable Odor Fighter, Safe for Sensitive Skin (Liquid Laundry Detergent 192 Loads - Unscented)\", \"asin\": \"B0BGHY482K\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Seventh Generation EasyDose Laundry Detergent Fresh Lavender Ultra Concentrated Washing Detergent 23 oz\", \"asin\": \"B07H3SDKDP\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"PureGreen24 Safe & Effective Disinfectant. Kills Deadly Germs including RSV COVID-19 Norovirus MRSA Staph 2025 flu Contains no toxic chemicals odorless child & pet safe 1 gallon bottle ready to use\", \"asin\": \"B0042IKZM4\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"HEX Performance Laundry Detergent, Fresh & Clean, 64 Loads (Pack of 2) - Designed for Activewear, Eco-Friendly, Concentrated Formula\", \"asin\": \"B07FN7JL68\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Irish Spring Moisture Blast Body Wash, 30 Oz Pump (Pack of 4)\", \"asin\": \"B0BS18TSB4\", \"price\": \"$27.76\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash 3 Count with Pump Sensitive Skin Hypoallergenic, Paraben-Free, Sulfate-Free, Cruelty-Free, Moisturizing Skin Cleanser Effectively Washes Away Bacteria While Nourishing Skin 30.6 oz\", \"asin\": \"B0BVBYQGTW\", \"price\": \"$32.74\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Natural Nourishers for Instantly Soft Skin and Lasting Nourishment Deep Moisture Cleanser That Effectively Washes Away Bacteria While Nourishing Your Skin 20 oz (Pack of 4)\", \"asin\": \"B0BV4SCSBH\", \"price\": \"$31.88\", \"quantity\": \"\"},\n{\"title\": \"Method All-Purpose Cleaner, Pink Grapefruit, 28 Fl Oz (Pack of 1)\", \"asin\": \"B0013FMNCE\", \"price\": \"$4.18\", \"quantity\": \"\"},\n{\"title\": \"Method All-Purpose Cleaner Spray, French Lavender, Plant-Based and Biodegradable Formula Perfect for Most Counters, Tiles and More, 28 Fl Oz, (Pack of 1)\", \"asin\": \"B0013FRRMK\", \"price\": \"$3.92\", \"quantity\": \"\"},\n{\"title\": \"Brawny Tear-A-Square Paper Towels, 12 Double Rolls = 24 Regular Rolls, 3 Sheet Sizes (Quarter, Half, Full), Strength for All Messes, Cleanups, and Meal Prep\", \"asin\": \"B0CTKQHDT3\", \"price\": \"$37.53\", \"quantity\": \"\"},\n{\"title\": \"OxiClean Washing Machine Cleaner with Odor Blasters, 4 Count\", \"asin\": \"B00UASJMG0\", \"price\": \"$8.49\", \"quantity\": \"\"},\n{\"title\": \"Post Fruity PEBBLES Cereal, Fruity Kids Cereal, Gluten Free Rice Cereal for Kids, 11 OZ Cereal Box\", \"asin\": \"B000RYNY5C\", \"price\": \"$2.97\", \"quantity\": \"\"},\n{\"title\": \"Shout Advanced Stain Remover Gel for Clothes Laundry, Ultra Concentrated Gel with Built-in Scrubber Brush for Deep Set-In stains, 8.7oz\", \"asin\": \"B00I9JKBH6\", \"price\": \"$3.48\", \"quantity\": \"\"},\n{\"title\": \"All Mighty Pacs Laundry Detergent Free Clear Odor Relief, Tub, 56 Count\", \"asin\": \"\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"Lysol 95871 Laundry Sanitizer, Liquid, Crisp Linen, 41 Oz, 6/Carton\", \"asin\": \"\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Bounce Dryer Sheets Laundry Fabric Softener, Outdoor Fresh Scent, 240 Count\", \"asin\": \"\", \"price\": \"$8.24\", \"quantity\": \"\"},\n{\"title\": \"Lysol Laundry Sanitizer Additive, Free & Clear, Free from Fragrance and Dyes, 0% Bleach Laundry Sanitizer, Bacteria-causing Laundry Odor Eliminator, Unscented, 90 Fl Oz (Pack of 1) - Package May Vary\", \"asin\": \"\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Clorox Disinfecting Wipes Value Pack, Household Essentials, 75 Count, Pack of 3 (Package May Vary)\", \"asin\": \"\", \"price\": \"$11.48\", \"quantity\": \"\"},\n{\"title\": \"Lysol Toilet Bowl Cleaner Gel, For Cleaning and Disinfecting, Bleach Free, Ocean Fresh Scent, 24oz\", \"asin\": \"\", \"price\": \"$2.67\", \"quantity\": \"\"},\n{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Laundry Sanitizer Additive, 0% Bleach Crisp Linen Scent 150 Fl. Oz oz\", \"asin\": \"\", \"price\": \"$32.50\", \"quantity\": \"\"},\n{\"title\": \"Clorox Healthcare Hydrogen Peroxide Cleaner Disinfectant Wipes, 6.75\\\" x 9\\\", 95 Count (Package May Vary)\", \"asin\": \"\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Clorox Healthcare Bleach Germicidal Wipes, 6\\\" x 5\\\", 150 Count Canister (Package May Vary)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"The Pink Stuff Bathroom Cleaning Kit \\u2013 Cleaning Paste, Bathroom Foam Spray, Toilet Foaming Powder, SQeeZY Sponge & 3 Microfiber Cloths \\u2013 Tough on Stains, Grease & Soap Scum \\u2013 Deep Clean Essentials\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Scott ComfortPlus Toilet Paper with Soft Lavender Scented Tube, 12 Mega Rolls, 310 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Lysol Disinfectant Wipes, Multi-Surface Antibacterial Cleaning Wipes, For Disinfecting and Cleaning, Lemon and Lime Blossom, 80 Count (Pack of 3)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Tide Power PODs 2-in-1 Laundry Detergent Pods with Downy Soft Boosters, Lasting Freshness with April Fresh Scent, 18 Count\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ZINUS Rumi 14in Easy SmartBase\\u00ae Mattress Foundation, Sturdy Metal Bed Frame, No Box Spring Needed, Eco Friendly Packaging, Full\", \"asin\": \"\", \"price\": \"$58.99\", \"quantity\": \"\"},\n{\"title\": \"Linenspa Folding Metal Platform Bed Frame - No Box Spring Needed - Underbed Storage - Simple Tool Free Assembly - Mattress Foundation - 14\\\" High - Traditional Design - Sturdy Steel - Full Size\", \"asin\": \"\", \"price\": \"$92.00\", \"quantity\": \"\"},\n{\"title\": \"NEW JETO Metal Bed Frame,Full Size Bed Frame with Storage Space,Heavy Duty Sturdy Mattress Foundation,Easy Assembly,No Box Spring Needed, Black,14 Inch,Full\", \"asin\": \"\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"14.2\\\" Foldable Bed Frame Full Size Portable Metal Platform Bed Frame with Tool Free Setup, Black Collapsible Bedframe, No Box Spring Needed\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Bed Frame Full Foldable Bed Frame Heavy Duty Metal Platform Underbed Storage 14 Inches High No Box Spring Needed Black Sturdy Steel\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Naomi Home Tool Free Assembly 14 Full Bed Frame Heavy Duty Foldable Bed Frame Folding with Steel Metal Slats Box Spring Replacement 600lbs Capacity - Platform Full Size Black\", \"asin\": \"\", \"price\": \"$85.99\", \"quantity\": \"\"},\n{\"title\": \"ZIYOO Heavy Duty Full Size Folding Bed Frame, 14 Inch High Metal Platform Double Size Bed Frame, No Box Spring Needed, Sturdy Steel Frame for Mattress, Easy Assembly, Noise Free, Black\", \"asin\": \"\", \"price\": \"$134.99\", \"quantity\": \"\"},\n{\"title\": \"Greaton, 14-Inch Foldable Metal Platform Bed Frame with Tool Free Setup, Sturdy Steel, No Box Spring Needed, Full, Black\", \"asin\": \"\", \"price\": \"$94.10\", \"quantity\": \"\"},\n{\"title\": \"Hercules Folding Metal Bed Frame, 14 Inch Platform Mattress Foundation, Full\", \"asin\": \"\", \"price\": \"$112.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Platform Bed Frame Full, Foldable Metal, Tool-Free Setup, 14 Inches High, White\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"VIPSHOW 14 Inch Full Metal Bed Frame Folding Bed Frame Tool-Free Assembly Mattress Foundation No Box Spring Needed Platform 2500lbs Heavy Duty Steel Slats, Noise-Free, Easy Assembly, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"SunnyFurn Full Bed Frame Platform,14 Inch Metal Full Size Bed Frames No Box Spring Needed,Heavy Duty Steel Slat Mattress Foundation,Easy Assembly,No Noise and No Shaking\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hafenpo 14 Inch Full Bed Frame - Sturdy Metal Platform Full Size, No Box Spring Needed, Heavy Duty, Easy Assembly, Strong Bearing Capacity, Under Bed Storage, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"MAF 14 Inch Full Size Metal Platform Bed Frame with Round Corner Legs, 3000 LBS Heavy Duty Steel Slats Support, Noise Free, No Box Spring Needed, Easy Assembly\", \"asin\": \"\", \"price\": \"\", \"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\": \"2025-04-06T20:20:43.181Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:20:43.181Z
click
quantity
rule
train
2,753
2025-04-06T20:20:43.181Z
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": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 41 Fl Oz Liquid", "asin": "B01NBFHFZN", "price": "$6.97", "quantity": "1"}, {"title": "FullChea - Top Grade Chinese Chrysanthemum Tea - 3.52oz/100g - Premium Natural Dried Chrysanthemum Flower - Tai Ju Herbal Tea Loose Leaf - Non-GMO - Caffeine-free - Sweet & Fresh", "asin": "B09SZ3KDL5", "price": "$14.99", "quantity": "1"}], "promotion_items": [{"title": "Lume Laundry Stink Eraser - Detergent Booster & Sink Soak - Eliminates Body Odor In Clothes - Odor Blasting Enzyme Blend - Makes Your Detergent Work Better - Free And Clear - 8 fluid ounces (2 Pack)", "asin": "B099H2JPZG", "price": "$29.98", "quantity": ""}, {"title": "WIN Activewear Detergent - Active Fresh - 64oz Bottle - Sports Detergent for Sweaty Workout Clothes and Team Uniforms", "asin": "B07C2BM2LP", "price": "$25.87", "quantity": ""}, {"title": "Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible", "asin": "B085V5PPP8", "price": "$12.97", "quantity": ""}, {"title": "Biokleen Natural Laundry Detergent Liquid - 300 Loads- Eco Friendly Concentrated Plant Based Safe for Kids and Pets No Artificial Colors or Preservatives", "asin": "B00WE0BFQW", "price": "$39.98", "quantity": ""}, {"title": "Clorox Scentiva Disinfecting Mist, Coconut and Waterlily, 1 Spray and 1 Refill, 16 oz Each", "asin": "B0D1JBGHXC", "price": "$13.17", "quantity": ""}, {"title": "Rockin' Green Laundry Detergent, Plant based, All Natural Laundry Detergent Powder, Vegan and Biodegradable Odor Fighter, Safe for Sensitive Skin (Liquid Laundry Detergent 192 Loads - Unscented)", "asin": "B0BGHY482K", "price": "$28.99", "quantity": ""}, {"title": "Seventh Generation EasyDose Laundry Detergent Fresh Lavender Ultra Concentrated Washing Detergent 23 oz", "asin": "B07H3SDKDP", "price": "$13.99", "quantity": ""}, {"title": "PureGreen24 Safe & Effective Disinfectant. Kills Deadly Germs including RSV COVID-19 Norovirus MRSA Staph 2025 flu Contains no toxic chemicals odorless child & pet safe 1 gallon bottle ready to use", "asin": "B0042IKZM4", "price": "$53.99", "quantity": ""}, {"title": "HEX Performance Laundry Detergent, Fresh & Clean, 64 Loads (Pack of 2) - Designed for Activewear, Eco-Friendly, Concentrated Formula", "asin": "B07FN7JL68", "price": "$25.99", "quantity": ""}, {"title": "Irish Spring Moisture Blast Body Wash, 30 Oz Pump (Pack of 4)", "asin": "B0BS18TSB4", "price": "$27.76", "quantity": ""}, {"title": "Dove Body Wash 3 Count with Pump Sensitive Skin Hypoallergenic, Paraben-Free, Sulfate-Free, Cruelty-Free, Moisturizing Skin Cleanser Effectively Washes Away Bacteria While Nourishing Skin 30.6 oz", "asin": "B0BVBYQGTW", "price": "$32.74", "quantity": ""}, {"title": "Dove Body Wash with Natural Nourishers for Instantly Soft Skin and Lasting Nourishment Deep Moisture Cleanser That Effectively Washes Away Bacteria While Nourishing Your Skin 20 oz (Pack of 4)", "asin": "B0BV4SCSBH", "price": "$31.88", "quantity": ""}, {"title": "Method All-Purpose Cleaner, Pink Grapefruit, 28 Fl Oz (Pack of 1)", "asin": "B0013FMNCE", "price": "$4.18", "quantity": ""}, {"title": "Method All-Purpose Cleaner Spray, French Lavender, Plant-Based and Biodegradable Formula Perfect for Most Counters, Tiles and More, 28 Fl Oz, (Pack of 1)", "asin": "B0013FRRMK", "price": "$3.92", "quantity": ""}, {"title": "Brawny Tear-A-Square Paper Towels, 12 Double Rolls = 24 Regular Rolls, 3 Sheet Sizes (Quarter, Half, Full), Strength for All Messes, Cleanups, and Meal Prep", "asin": "B0CTKQHDT3", "price": "$37.53", "quantity": ""}, {"title": "OxiClean Washing Machine Cleaner with Odor Blasters, 4 Count", "asin": "B00UASJMG0", "price": "$8.49", "quantity": ""}, {"title": "Post Fruity PEBBLES Cereal, Fruity Kids Cereal, Gluten Free Rice Cereal for Kids, 11 OZ Cereal Box", "asin": "B000RYNY5C", "price": "$2.97", "quantity": ""}, {"title": "Shout Advanced Stain Remover Gel for Clothes Laundry, Ultra Concentrated Gel with Built-in Scrubber Brush for Deep Set-In stains, 8.7oz", "asin": "B00I9JKBH6", "price": "$3.48", "quantity": ""}, {"title": "All Mighty Pacs Laundry Detergent Free Clear Odor Relief, Tub, 56 Count", "asin": "", "price": "$15.97", "quantity": ""}, {"title": "Lysol 95871 Laundry Sanitizer, Liquid, Crisp Linen, 41 Oz, 6/Carton", "asin": "", "price": "$35.99", "quantity": ""}, {"title": "Bounce Dryer Sheets Laundry Fabric Softener, Outdoor Fresh Scent, 240 Count", "asin": "", "price": "$8.24", "quantity": ""}, {"title": "Lysol Laundry Sanitizer Additive, Free & Clear, Free from Fragrance and Dyes, 0% Bleach Laundry Sanitizer, Bacteria-causing Laundry Odor Eliminator, Unscented, 90 Fl Oz (Pack of 1) - Package May Vary", "asin": "", "price": "$12.97", "quantity": ""}, {"title": "Clorox Disinfecting Wipes Value Pack, Household Essentials, 75 Count, Pack of 3 (Package May Vary)", "asin": "", "price": "$11.48", "quantity": ""}, {"title": "Lysol Toilet Bowl Cleaner Gel, For Cleaning and Disinfecting, Bleach Free, Ocean Fresh Scent, 24oz", "asin": "", "price": "$2.67", "quantity": ""}, {"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "", "price": "$5.68", "quantity": ""}, {"title": "Laundry Sanitizer Additive, 0% Bleach Crisp Linen Scent 150 Fl. Oz oz", "asin": "", "price": "$32.50", "quantity": ""}, {"title": "Clorox Healthcare Hydrogen Peroxide Cleaner Disinfectant Wipes, 6.75\" x 9\", 95 Count (Package May Vary)", "asin": "", "price": "$8.99", "quantity": ""}, {"title": "Clorox Healthcare Bleach Germicidal Wipes, 6\" x 5\", 150 Count Canister (Package May Vary)", "asin": "", "price": "", "quantity": ""}, {"title": "The Pink Stuff Bathroom Cleaning Kit \u2013 Cleaning Paste, Bathroom Foam Spray, Toilet Foaming Powder, SQeeZY Sponge & 3 Microfiber Cloths \u2013 Tough on Stains, Grease & Soap Scum \u2013 Deep Clean Essentials", "asin": "", "price": "", "quantity": ""}, {"title": "Scott ComfortPlus Toilet Paper with Soft Lavender Scented Tube, 12 Mega Rolls, 310 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "", "price": "", "quantity": ""}, {"title": "Lysol Disinfectant Wipes, Multi-Surface Antibacterial Cleaning Wipes, For Disinfecting and Cleaning, Lemon and Lime Blossom, 80 Count (Pack of 3)", "asin": "", "price": "", "quantity": ""}, {"title": "Tide Power PODs 2-in-1 Laundry Detergent Pods with Downy Soft Boosters, Lasting Freshness with April Fresh Scent, 18 Count", "asin": "", "price": "", "quantity": ""}, {"title": "ZINUS Rumi 14in Easy SmartBase\u00ae Mattress Foundation, Sturdy Metal Bed Frame, No Box Spring Needed, Eco Friendly Packaging, Full", "asin": "", "price": "$58.99", "quantity": ""}, {"title": "Linenspa Folding Metal Platform Bed Frame - No Box Spring Needed - Underbed Storage - Simple Tool Free Assembly - Mattress Foundation - 14\" High - Traditional Design - Sturdy Steel - Full Size", "asin": "", "price": "$92.00", "quantity": ""}, {"title": "NEW JETO Metal Bed Frame,Full Size Bed Frame with Storage Space,Heavy Duty Sturdy Mattress Foundation,Easy Assembly,No Box Spring Needed, Black,14 Inch,Full", "asin": "", "price": "$49.99", "quantity": ""}, {"title": "14.2\" Foldable Bed Frame Full Size Portable Metal Platform Bed Frame with Tool Free Setup, Black Collapsible Bedframe, No Box Spring Needed", "asin": "", "price": "$99.99", "quantity": ""}, {"title": "Bed Frame Full Foldable Bed Frame Heavy Duty Metal Platform Underbed Storage 14 Inches High No Box Spring Needed Black Sturdy Steel", "asin": "", "price": "$89.99", "quantity": ""}, {"title": "Naomi Home Tool Free Assembly 14 Full Bed Frame Heavy Duty Foldable Bed Frame Folding with Steel Metal Slats Box Spring Replacement 600lbs Capacity - Platform Full Size Black", "asin": "", "price": "$85.99", "quantity": ""}, {"title": "ZIYOO Heavy Duty Full Size Folding Bed Frame, 14 Inch High Metal Platform Double Size Bed Frame, No Box Spring Needed, Sturdy Steel Frame for Mattress, Easy Assembly, Noise Free, Black", "asin": "", "price": "$134.99", "quantity": ""}, {"title": "Greaton, 14-Inch Foldable Metal Platform Bed Frame with Tool Free Setup, Sturdy Steel, No Box Spring Needed, Full, Black", "asin": "", "price": "$94.10", "quantity": ""}, {"title": "Hercules Folding Metal Bed Frame, 14 Inch Platform Mattress Foundation, Full", "asin": "", "price": "$112.99", "quantity": ""}, {"title": "Amazon Basics Platform Bed Frame Full, Foldable Metal, Tool-Free Setup, 14 Inches High, White", "asin": "", "price": "", "quantity": ""}, {"title": "VIPSHOW 14 Inch Full Metal Bed Frame Folding Bed Frame Tool-Free Assembly Mattress Foundation No Box Spring Needed Platform 2500lbs Heavy Duty Steel Slats, Noise-Free, Easy Assembly, Black", "asin": "", "price": "", "quantity": ""}, {"title": "SunnyFurn Full Bed Frame Platform,14 Inch Metal Full Size Bed Frames No Box Spring Needed,Heavy Duty Steel Slat Mattress Foundation,Easy Assembly,No Noise and No Shaking", "asin": "", "price": "", "quantity": ""}, {"title": "Hafenpo 14 Inch Full Bed Frame - Sturdy Metal Platform Full Size, No Box Spring Needed, Heavy Duty, Easy Assembly, Strong Bearing Capacity, Under Bed Storage, Black", "asin": "", "price": "", "quantity": ""}, {"title": "MAF 14 Inch Full Size Metal Platform Bed Frame with Round Corner Legs, 3000 LBS Heavy Duty Steel Slats Support, Noise Free, No Box Spring Needed, Easy Assembly", "asin": "", "price": "", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-06T20:20:43.181Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-06T20:20:43.181Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-06T20:20:43.181Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>", "index": 2753, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 41 Fl Oz Liquid\", \"asin\": \"B01NBFHFZN\", \"price\": \"$6.97\", \"quantity\": \"1\"},\n{\"title\": \"FullChea - Top Grade Chinese Chrysanthemum Tea - 3.52oz/100g - Premium Natural Dried Chrysanthemum Flower - Tai Ju Herbal Tea Loose Leaf - Non-GMO - Caffeine-free - Sweet & Fresh\", \"asin\": \"B09SZ3KDL5\", \"price\": \"$14.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Lume Laundry Stink Eraser - Detergent Booster & Sink Soak - Eliminates Body Odor In Clothes - Odor Blasting Enzyme Blend - Makes Your Detergent Work Better - Free And Clear - 8 fluid ounces (2 Pack)\", \"asin\": \"B099H2JPZG\", \"price\": \"$29.98\", \"quantity\": \"\"},\n{\"title\": \"WIN Activewear Detergent - Active Fresh - 64oz Bottle - Sports Detergent for Sweaty Workout Clothes and Team Uniforms\", \"asin\": \"B07C2BM2LP\", \"price\": \"$25.87\", \"quantity\": \"\"},\n{\"title\": \"Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible\", \"asin\": \"B085V5PPP8\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Biokleen Natural Laundry Detergent Liquid - 300 Loads- Eco Friendly Concentrated Plant Based Safe for Kids and Pets No Artificial Colors or Preservatives\", \"asin\": \"B00WE0BFQW\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Clorox Scentiva Disinfecting Mist, Coconut and Waterlily, 1 Spray and 1 Refill, 16 oz Each\", \"asin\": \"B0D1JBGHXC\", \"price\": \"$13.17\", \"quantity\": \"\"},\n{\"title\": \"Rockin' Green Laundry Detergent, Plant based, All Natural Laundry Detergent Powder, Vegan and Biodegradable Odor Fighter, Safe for Sensitive Skin (Liquid Laundry Detergent 192 Loads - Unscented)\", \"asin\": \"B0BGHY482K\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Seventh Generation EasyDose Laundry Detergent Fresh Lavender Ultra Concentrated Washing Detergent 23 oz\", \"asin\": \"B07H3SDKDP\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"PureGreen24 Safe & Effective Disinfectant. Kills Deadly Germs including RSV COVID-19 Norovirus MRSA Staph 2025 flu Contains no toxic chemicals odorless child & pet safe 1 gallon bottle ready to use\", \"asin\": \"B0042IKZM4\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"HEX Performance Laundry Detergent, Fresh & Clean, 64 Loads (Pack of 2) - Designed for Activewear, Eco-Friendly, Concentrated Formula\", \"asin\": \"B07FN7JL68\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Irish Spring Moisture Blast Body Wash, 30 Oz Pump (Pack of 4)\", \"asin\": \"B0BS18TSB4\", \"price\": \"$27.76\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash 3 Count with Pump Sensitive Skin Hypoallergenic, Paraben-Free, Sulfate-Free, Cruelty-Free, Moisturizing Skin Cleanser Effectively Washes Away Bacteria While Nourishing Skin 30.6 oz\", \"asin\": \"B0BVBYQGTW\", \"price\": \"$32.74\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Natural Nourishers for Instantly Soft Skin and Lasting Nourishment Deep Moisture Cleanser That Effectively Washes Away Bacteria While Nourishing Your Skin 20 oz (Pack of 4)\", \"asin\": \"B0BV4SCSBH\", \"price\": \"$31.88\", \"quantity\": \"\"},\n{\"title\": \"Method All-Purpose Cleaner, Pink Grapefruit, 28 Fl Oz (Pack of 1)\", \"asin\": \"B0013FMNCE\", \"price\": \"$4.18\", \"quantity\": \"\"},\n{\"title\": \"Method All-Purpose Cleaner Spray, French Lavender, Plant-Based and Biodegradable Formula Perfect for Most Counters, Tiles and More, 28 Fl Oz, (Pack of 1)\", \"asin\": \"B0013FRRMK\", \"price\": \"$3.92\", \"quantity\": \"\"},\n{\"title\": \"Brawny Tear-A-Square Paper Towels, 12 Double Rolls = 24 Regular Rolls, 3 Sheet Sizes (Quarter, Half, Full), Strength for All Messes, Cleanups, and Meal Prep\", \"asin\": \"B0CTKQHDT3\", \"price\": \"$37.53\", \"quantity\": \"\"},\n{\"title\": \"OxiClean Washing Machine Cleaner with Odor Blasters, 4 Count\", \"asin\": \"B00UASJMG0\", \"price\": \"$8.49\", \"quantity\": \"\"},\n{\"title\": \"Post Fruity PEBBLES Cereal, Fruity Kids Cereal, Gluten Free Rice Cereal for Kids, 11 OZ Cereal Box\", \"asin\": \"B000RYNY5C\", \"price\": \"$2.97\", \"quantity\": \"\"},\n{\"title\": \"Shout Advanced Stain Remover Gel for Clothes Laundry, Ultra Concentrated Gel with Built-in Scrubber Brush for Deep Set-In stains, 8.7oz\", \"asin\": \"B00I9JKBH6\", \"price\": \"$3.48\", \"quantity\": \"\"},\n{\"title\": \"All Mighty Pacs Laundry Detergent Free Clear Odor Relief, Tub, 56 Count\", \"asin\": \"\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"Lysol 95871 Laundry Sanitizer, Liquid, Crisp Linen, 41 Oz, 6/Carton\", \"asin\": \"\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Bounce Dryer Sheets Laundry Fabric Softener, Outdoor Fresh Scent, 240 Count\", \"asin\": \"\", \"price\": \"$8.24\", \"quantity\": \"\"},\n{\"title\": \"Lysol Laundry Sanitizer Additive, Free & Clear, Free from Fragrance and Dyes, 0% Bleach Laundry Sanitizer, Bacteria-causing Laundry Odor Eliminator, Unscented, 90 Fl Oz (Pack of 1) - Package May Vary\", \"asin\": \"\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Clorox Disinfecting Wipes Value Pack, Household Essentials, 75 Count, Pack of 3 (Package May Vary)\", \"asin\": \"\", \"price\": \"$11.48\", \"quantity\": \"\"},\n{\"title\": \"Lysol Toilet Bowl Cleaner Gel, For Cleaning and Disinfecting, Bleach Free, Ocean Fresh Scent, 24oz\", \"asin\": \"\", \"price\": \"$2.67\", \"quantity\": \"\"},\n{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Laundry Sanitizer Additive, 0% Bleach Crisp Linen Scent 150 Fl. Oz oz\", \"asin\": \"\", \"price\": \"$32.50\", \"quantity\": \"\"},\n{\"title\": \"Clorox Healthcare Hydrogen Peroxide Cleaner Disinfectant Wipes, 6.75\\\" x 9\\\", 95 Count (Package May Vary)\", \"asin\": \"\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Clorox Healthcare Bleach Germicidal Wipes, 6\\\" x 5\\\", 150 Count Canister (Package May Vary)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"The Pink Stuff Bathroom Cleaning Kit \\u2013 Cleaning Paste, Bathroom Foam Spray, Toilet Foaming Powder, SQeeZY Sponge & 3 Microfiber Cloths \\u2013 Tough on Stains, Grease & Soap Scum \\u2013 Deep Clean Essentials\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Scott ComfortPlus Toilet Paper with Soft Lavender Scented Tube, 12 Mega Rolls, 310 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Lysol Disinfectant Wipes, Multi-Surface Antibacterial Cleaning Wipes, For Disinfecting and Cleaning, Lemon and Lime Blossom, 80 Count (Pack of 3)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Tide Power PODs 2-in-1 Laundry Detergent Pods with Downy Soft Boosters, Lasting Freshness with April Fresh Scent, 18 Count\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ZINUS Rumi 14in Easy SmartBase\\u00ae Mattress Foundation, Sturdy Metal Bed Frame, No Box Spring Needed, Eco Friendly Packaging, Full\", \"asin\": \"\", \"price\": \"$58.99\", \"quantity\": \"\"},\n{\"title\": \"Linenspa Folding Metal Platform Bed Frame - No Box Spring Needed - Underbed Storage - Simple Tool Free Assembly - Mattress Foundation - 14\\\" High - Traditional Design - Sturdy Steel - Full Size\", \"asin\": \"\", \"price\": \"$92.00\", \"quantity\": \"\"},\n{\"title\": \"NEW JETO Metal Bed Frame,Full Size Bed Frame with Storage Space,Heavy Duty Sturdy Mattress Foundation,Easy Assembly,No Box Spring Needed, Black,14 Inch,Full\", \"asin\": \"\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"14.2\\\" Foldable Bed Frame Full Size Portable Metal Platform Bed Frame with Tool Free Setup, Black Collapsible Bedframe, No Box Spring Needed\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Bed Frame Full Foldable Bed Frame Heavy Duty Metal Platform Underbed Storage 14 Inches High No Box Spring Needed Black Sturdy Steel\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Naomi Home Tool Free Assembly 14 Full Bed Frame Heavy Duty Foldable Bed Frame Folding with Steel Metal Slats Box Spring Replacement 600lbs Capacity - Platform Full Size Black\", \"asin\": \"\", \"price\": \"$85.99\", \"quantity\": \"\"},\n{\"title\": \"ZIYOO Heavy Duty Full Size Folding Bed Frame, 14 Inch High Metal Platform Double Size Bed Frame, No Box Spring Needed, Sturdy Steel Frame for Mattress, Easy Assembly, Noise Free, Black\", \"asin\": \"\", \"price\": \"$134.99\", \"quantity\": \"\"},\n{\"title\": \"Greaton, 14-Inch Foldable Metal Platform Bed Frame with Tool Free Setup, Sturdy Steel, No Box Spring Needed, Full, Black\", \"asin\": \"\", \"price\": \"$94.10\", \"quantity\": \"\"},\n{\"title\": \"Hercules Folding Metal Bed Frame, 14 Inch Platform Mattress Foundation, Full\", \"asin\": \"\", \"price\": \"$112.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Platform Bed Frame Full, Foldable Metal, Tool-Free Setup, 14 Inches High, White\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"VIPSHOW 14 Inch Full Metal Bed Frame Folding Bed Frame Tool-Free Assembly Mattress Foundation No Box Spring Needed Platform 2500lbs Heavy Duty Steel Slats, Noise-Free, Easy Assembly, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"SunnyFurn Full Bed Frame Platform,14 Inch Metal Full Size Bed Frames No Box Spring Needed,Heavy Duty Steel Slat Mattress Foundation,Easy Assembly,No Noise and No Shaking\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hafenpo 14 Inch Full Bed Frame - Sturdy Metal Platform Full Size, No Box Spring Needed, Heavy Duty, Easy Assembly, Strong Bearing Capacity, Under Bed Storage, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"MAF 14 Inch Full Size Metal Platform Bed Frame with Round Corner Legs, 3000 LBS Heavy Duty Steel Slats Support, Noise Free, No Box Spring Needed, Easy Assembly\", \"asin\": \"\", \"price\": \"\", \"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\": \"2025-04-06T20:20:43.181Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"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\": \"disinfecting laundry detergent\"}],\n\"cart_items\": [{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 41 Fl Oz Liquid\", \"asin\": \"B01NBFHFZN\", \"price\": \"$6.97\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 90 Fl Oz Crisp Linen90 Fl Oz (Pack of 1)\", \"asin\": \"B01N6BP63M\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Gain + Odor Defense Liquid Laundry Detergent Super Fresh Blast Scent, HE Compatible, 107 Loads 154 fl oz, Gain Laundry Detergent, Liquid Laundry Detergent Super Fresh Blast154 Fl Oz (Pack of 1)\", \"asin\": \"B0C35NDZH2\", \"price\": \"$15.94\", \"quantity\": \"\"},\n{\"title\": \"Lysol Laundry Sanitizer Additive, Free & Clear, Free from Fragrance and Dyes, 0% Bleach Laundry Sanitizer, Bacteria-causing Laundry Odor Eliminator, Unscented, 90 Fl Oz (Pack of 1) - Package May Vary Unscented90 Fl Oz (Pack of 1)\", \"asin\": \"B07XR3C87P\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible Original84 Fl Oz (Pack of 1)\", \"asin\": \"B085V5PPP8\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Tide Plus Febreze Sport Odor Defense Liquid Laundry Detergent Soap, HE Compatible, 94 Loads, 132 fl oz Sport132 Fl Oz (Pack of 1)\", \"asin\": \"B0C3F2DL8Z\", \"price\": \"$19.94\", \"quantity\": \"\"},\n{\"title\": \"Gain + Aroma Boost Laundry Detergent Liquid Soap, Moonlight Breeze Scent, 45 Loads, 65 Fl Oz, (Pack of 2), He Compatible, Gain Laundry Detergent, Liquid Laundry Detergent Moonlight Breeze65 Fl Oz (Pack of 2)\", \"asin\": \"B09NYM2K1P\", \"price\": \"$14.76\", \"quantity\": \"\"},\n{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 90 Fl Oz Crisp Linen90 Fl Oz (Pack of 1)\", \"asin\": \"B01N6BP63M\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Lysol Laundry Sanitizer Additive, Free & Clear, Free from Fragrance and Dyes, 0% Bleach Laundry Sanitizer, Bacteria-causing Laundry Odor Eliminator, Unscented, 90 Fl Oz (Pack of 1) - Package May Vary Unscented90 Fl Oz (Pack of 1)\", \"asin\": \"B07XR3C87P\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Gain + Odor Defense Liquid Laundry Detergent Super Fresh Blast Scent, HE Compatible, 107 Loads 154 fl oz, Gain Laundry Detergent, Liquid Laundry Detergent Super Fresh Blast154 Fl Oz (Pack of 1)\", \"asin\": \"B0C35NDZH2\", \"price\": \"$15.94\", \"quantity\": \"\"},\n{\"title\": \"Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible Original84 Fl Oz (Pack of 1)\", \"asin\": \"B085V5PPP8\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Tide Plus Febreze Sport Odor Defense Liquid Laundry Detergent Soap, HE Compatible, 94 Loads, 132 fl oz Sport132 Fl Oz (Pack of 1)\", \"asin\": \"B0C3F2DL8Z\", \"price\": \"$19.94\", \"quantity\": \"\"},\n{\"title\": \"Gain + Aroma Boost Laundry Detergent Liquid Soap, Moonlight Breeze Scent, 45 Loads, 65 Fl Oz, (Pack of 2), He Compatible, Gain Laundry Detergent, Liquid Laundry Detergent Moonlight Breeze65 Fl Oz (Pack of 2)\", \"asin\": \"B09NYM2K1P\", \"price\": \"$14.76\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 90 Fl Oz\", \"asin\": \"B01N6BP63M\", \"price\": \"$12.97\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 7 \"},\n{\"title\": \"Lysol Laundry Sanitizer Additive, Free & Clear, Free from Fragrance and Dyes, 0% Bleach Laundry Sanitizer, Bacteria-causing Laundry Odor Eliminator, Unscented, 90 Fl Oz (Pack of 1) - Package May Vary\", \"asin\": \"B07XR3C87P\", \"price\": \"$12.97\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 7 \"},\n{\"title\": \"Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible\", \"asin\": \"B085V5PPP8\", \"price\": \"$12.97\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 7 \"},\n{\"title\": \"Gain + Aroma Boost Laundry Detergent Liquid Soap, Moonlight Breeze Scent, 45 Loads, 65 Fl Oz, (Pack of 2), He Compatible, Gain Laundry Detergent, Liquid Laundry Detergent\", \"asin\": \"B09NYM2K1P\", \"price\": \"$14.76\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 7 \"},\n{\"title\": \"Earth Breeze Laundry Detergent Sheets Fresh Scent - 60 Loads Eco Liquidless Soap - Travel-Friendly for Hot & Cold Cycles, Tackles Tough Stains & Odors - Gentle on Skin, 30 Ct\", \"asin\": \"B08GF7YGCD\", \"price\": \"$13.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 7 \"},\n{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 90 Fl Oz\", \"asin\": \"B01N6BP63M\", \"price\": \"$12.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 41 Fl Oz Liquid\", \"asin\": \"B01NBFHFZN\", \"price\": \"$6.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Lysol Laundry Sanitizer Additive, Free & Clear, Free from Fragrance and Dyes, 0% Bleach Laundry Sanitizer, Bacteria-causing Laundry Odor Eliminator, Unscented, 90 Fl Oz (Pack of 1) - Package May Vary\", \"asin\": \"B07XR3C87P\", \"price\": \"$12.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Lysol Sport Laundry Sanitizer Additive, Sanitizing Liquid for Gym Clothes and Activewear, 0% Bleach, Eliminates Odor Causing Bacteria, 41oz\", \"asin\": \"B07QCQFGY4\", \"price\": \"$6.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"OdoBan Disinfectant Concentrate and Odor Eliminator, 1 Gallon, Original Eucalyptus Scent\", \"asin\": \"B079Z6MJB1\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Tide Hygienic Clean Heavy Duty 10x Free Liquid Laundry Detergent, HE Compatible, Unscented, 74 loads, 105 fl oz\", \"asin\": \"B0CQ3VZPMV\", \"price\": \"$16.51\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Gain + Odor Defense Liquid Laundry Detergent Super Fresh Blast Scent, HE Compatible, 107 Loads 154 fl oz, Gain Laundry Detergent, Liquid Laundry Detergent\", \"asin\": \"B0C35NDZH2\", \"price\": \"$15.94\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 7 \"},\n{\"title\": \"Clorox Disinfecting Wipes Value Pack, Household Essentials, 75 Count, Pack of 3 (Package May Vary)\", \"asin\": \"B00HSC9F2C\", \"price\": \"$11.48\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 7 \"},\n{\"title\": \"Purex Liquid Laundry Detergent, Ultra Concentrated, Mountain Breeze, 82.5 Ounce, 165 Loads\", \"asin\": \"B0CPNGR32S\", \"price\": \"$17.72\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 7 \"},\n{\"title\": \"Clorox Disinfecting Wipes Value Pack, Bleach Free Cleaning Wipes, 75 Count Each, Pack of 2, Packaging May Vary\", \"asin\": \"B0CKGBWW8D\", \"price\": \"$9.68\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 7 \"},\n{\"title\": \"CLOROX Laundry Sanitizer, 0% Bleach, Color Safe, Clean Linen, 80 Fl oz, Pack of 2 (Pack May Vary)\", \"asin\": \"B0C3J2GPVQ\", \"price\": \"$21.96\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Arm & Hammer Plus OxiClean Odor Blasters Fresh Burst, 128 Loads Liquid Laundry Detergent, 166.5 Fl oz\", \"asin\": \"B0BSNXFDML\", \"price\": \"$13.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Clorox Fraganzia Liquid Laundry Detergent in Lavender with Eucalyptus Scent, 40oz | HE Compatible for All Front and Top Load Washing Machines, High Efficiency Laundry Detergent Compatible\", \"asin\": \"B0CG1369VS\", \"price\": \"$8.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ARM & HAMMER Plus OxiClean with Odor Blasters Concentrated Laundry Detergent, 5-in-1 Laundry Stain Remover, Fresh Burst Detergent Power Paks, 42 Count Bag\", \"asin\": \"B07VH667FV\", \"price\": \"$9.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Shout Advanced Stain Remover Gel for Clothes Laundry, Ultra Concentrated Gel with Built-in Scrubber Brush for Deep Set-In stains, 8.7oz\", \"asin\": \"B00I9JKBH6\", \"price\": \"$3.48\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 7 \"},\n{\"title\": \"2 Disinfecting Bleach Cleaners, 43oz | Effective Bleach Cleaner Concentrate for Home & Daley Mint Towel | Small Refills for Laundry, Linens, Floors, Bathroom, Tile (86oz Total)\", \"asin\": \"B0CNM934KS\", \"price\": \"$29.98\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 7 \"},\n{\"title\": \"OxiClean Odor Blasters Versatile Odor and Stain Remover Powder, 5 lb\", \"asin\": \"B01BUNHFAS\", \"price\": \"$11.78\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 7 \"},\n{\"title\": \"Lysol Laundry Sanitizer Additive, Sanitizing Liquid for Clothes and Linens, Eliminates Odor Causing Bacteria, Crisp Linen, 41oz (Pack of 2)\", \"asin\": \"B0D14YBRBN\", \"price\": \"$13.94\", \"delivery\": \"\"},\n{\"title\": \"Arm & Hammer Clean Burst, 170 Loads Liquid Laundry Detergent, 170 Fl oz\", \"asin\": \"B0BSNXN4YX\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Tide Simply Clean & Fresh Liquid Laundry Detergent, Berry Blossom Scent, 89 loads, 117 fl oz\", \"asin\": \"B0CPTCYNZD\", \"price\": \"$10.44\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Arm & Hammer Sensitive Skin Free & Clear, 140 Loads Liquid Laundry Detergent, 140 Fl oz\", \"asin\": \"B0BSNX9XWD\", \"price\": \"$12.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Tide Ultra Oxi Liquid Laundry Detergent Soap, HE Compatible, 94 Loads, 132 fl oz, Tide Laundry Detergent, Liquid Laundry Detergent (Packaging May Vary)\", \"asin\": \"B0BNWF9YPL\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Gain + Odor Defense Liquid Laundry Detergent Super Fresh Blast Scent, HE Compatible, 107 Loads 154 fl oz, Gain Laundry Detergent, Liquid Laundry Detergent\", \"asin\": \"B0C35NDZH2\", \"price\": \"$15.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Arm & Hammer Sensitive Skin Plus Fresh Scent, 105 Loads Liquid Laundry Detergent, 105 Fl oz\", \"asin\": \"B0BNM2D9F6\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Tide Power PODs Hygienic Clean Heavy Duty Liquid Laundry Detergent Pacs, Free and Clear of Dyes and Perfumes, For Visible and Invisible Dirt, 45 Count, HE Compatible\", \"asin\": \"B0BJM1MXG5\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Dirty Labs | Signature Scent Bio-Liquid Laundry Detergent 80 Loads (21.6 fl oz) Hyper-Concentrated High Efficiency & Standard Machine Washing Nontoxic, Biodegradable Stain Odor Removal\", \"asin\": \"B09B7YS1VK\", \"price\": \"$29.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Febreze Laundry Detergent Additive for Pet Supplies, Maximum Strength In Wash Pet Odor Eliminator, Designed to Remove Tough Odors in Fabrics and Clothing in a Single Wash, Fresh Scent, 98 fl oz\", \"asin\": \"B082BFTRBV\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ARM & HAMMER Deep Clean Stain Formula, Liquid Laundry Detergent, 102 fl oz, 68 Loads\", \"asin\": \"B0CSL7NL6Z\", \"price\": \"$11.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Arm & Hammer Power Sheets Laundry Detergent, Fresh Linen 50ct, up to 100 Small Loads (Packaging may vary)\", \"asin\": \"B0C8RD2XHD\", \"price\": \"$13.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Lysol Laundry Sanitizer Additive, Free & Clear, Free from Fragrance and Dyes, 0% Bleach Laundry Sanitizer, Bacteria-causing Laundry Odor Eliminator, Unscented, 90 Fl Oz (Pack of 2) - Package May Vary\", \"asin\": \"B0D14X265F\", \"price\": \"$25.94\", \"delivery\": \"\"},\n{\"title\": \"Method Liquid Laundry Detergent; Fragrance Free + Clear; Plant-Based Stain Remover; 66 Loads per 53.5 fl oz bottle; (Pack of 1)\", \"asin\": \"B00WKWT3TK\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Lysol Sport Laundry Sanitizer Additive, Sanitizing Liquid for Gym Clothes and Activewear, Eliminates Odor Causing Bacteria, 90oz\", \"asin\": \"B09YSYZWMQ\", \"price\": \"$24.94\", \"delivery\": \"\"},\n{\"title\": \"ARM & HAMMER\\u2122 Deep Clean Odor Formula Laundry Detergent Power Paks, Laundry Odor Remover, Radiant Burst Scent, 44 Count, 44 Loads\", \"asin\": \"B0BXJQQPKJ\", \"price\": \"$11.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ARM & HAMMER Deep Clean Odor Formula, Liquid Laundry Detergent, 102 fl oz\\u200b, 68 Loads\", \"asin\": \"B0CSLCSN87\", \"price\": \"$12.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Active Wear Laundry Detergent & Soak - Formulated for Sweat and Workout Clothes - Natural Performance Concentrate Enzyme Booster Deodorizer - Powder Wash for Activewear Gym Apparel (90 Loads)\", \"asin\": \"B07L8NJY8W\", \"price\": \"$29.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Arm & Hammer Plus OxiClean Fresh Scent, 128 Loads Liquid Laundry Detergent, 166.5 Fl oz\", \"asin\": \"B0BSNY2M1Z\", \"price\": \"$13.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Ultra Concentrated Liquid Laundry Detergent Soap, 64 loads (32 oz), Long Lasting Scent, 90% Less Plastic, No Harsh Chemicals, Juniper Sandalwood, Defeats Stains & Odors, HE/Standard Compatible\", \"asin\": \"B08GBKHZ1K\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ECOS Laundry Detergent Liquid, 200 Loads - Dermatologist Tested Laundry Soap - Hypoallergenic, EPA Safer Choice Certified, Plant-Powered - Lavender, 100 Fl Oz (Pack of 2)\", \"asin\": \"B075LFS2C3\", \"price\": \"$20.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Clorox Laundry Sanitizer, 0% Bleach, Color Safe, Clean Linen, 42 Fluid Ounces (Pack May Vary)\", \"asin\": \"B08HPFQF8D\"},\n{\"title\": \"Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible\", \"asin\": \"B085V5PPP8\", \"price\": \"$12.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Gain Laundry Detergent Liquid Soap Plus Aroma Boost, Original Scent, HE Compatible, 90 Loads Total, 65 Fl Oz (Pack of 2), Gain Laundry Detergent, Liquid Laundry Detergent\", \"asin\": \"B09NYMDKJK\", \"price\": \"$15.37\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Tide Power Pods Laundry Detergent Pacs with Febreze Freshness with Odor Eliminators, Botanical Rain Scent, 45 Count\", \"asin\": \"B0BSJRRNP1\", \"price\": \"$19.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Seventh Generation Laundry Detergent Packs, Free & Clear, Made for Sensitive Skin, EPA Safer Choice Certified, 64 Count\", \"asin\": \"B0CVYGJ8QD\", \"price\": \"$19.27\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Water, C10-16 Pareth or C12-15 Alcohols Ethoxylated, Sodium Laureth Sulfate, Glycerin, Fragrances, Sodium Borate, Sodium Bicarbonate (Baking Soda), Sodium C10-16 Alkylbenzenesulfonate, Acrylic Acid Homopolymer, C12-13 Pareth-2, Calcium Chloride, Sodium Formate, Citric Acid, Disodium Distyrylbiphenyl Disulfonate, Palm Kernel Acid or C12-18 and C18-Unsaturated Fatty Acids, Pentasodium Dtpa, Amylase Enzyme, Protease Enzyme, Benzisothiazolinone, Methylisothiazolinone, Colorants.\", \"asin\": \"B0BNM3FFGN\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Arm & Hammer Plus OxiClean 5-in-1 Laundry Detergent Power Paks, 42 Count (Packaging may vary)\", \"asin\": \"B076GSJV59\", \"price\": \"$9.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Lume Laundry Stink Eraser - Detergent Booster & Sink Soak - Eliminates Body Odor In Clothes - Odor Blasting Enzyme Blend - Makes Your Detergent Work Better - Free And Clear - 8 fluid ounces (2 Pack)\", \"asin\": \"B099H2JPZG\", \"price\": \"$29.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"AIDEA Laundry Detergent Sheets, Washer Sheet Detergent, No Plastic Jug, Laundry Soap Sheet For Travel, Home Washing, Fresh Scent-(160 Loads) 80 Sheets\", \"asin\": \"B0CH8LDMMS\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Tide PODS Laundry Detergent Pacs, Spring Meadow Scent, 112 Count, Concentrated Laundry Soap Detergent, Stain Remover and Color Protector, Tide PODS Laundry Detergent\", \"asin\": \"B0BJMV9BXJ\", \"price\": \"$27.24\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Dirty Labs | Scent Free | Bio Enzyme Laundry Booster | 48 Loads (1 lb) | Hyper Concentrated | High Efficiency & Standard Machine Washer | Nontoxic, Biodegradable | Stain & Odor Removal Enzyme Booster\", \"asin\": \"B09MSP7M5Y\", \"price\": \"$22.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Swash\\u00ae Smells Like Clean Laundry HE Ultra-Concentrated Liquid Laundry Detergent\", \"asin\": \"B08H5V4KPJ\", \"price\": \"$17.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ARM & HAMMER Deep Clean Stain Formula, Laundry Detergent Power Paks, 44 ct.\", \"asin\": \"B0BXHJ4Z6Q\", \"price\": \"$11.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Gain + Aroma Boost Laundry Detergent Liquid Soap, Moonlight Breeze Scent, 45 Loads, 65 Fl Oz, (Pack of 2), He Compatible, Gain Laundry Detergent, Liquid Laundry Detergent\", \"asin\": \"B09NYM2K1P\", \"price\": \"$14.76\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Downy Rinse & Refresh Laundry Odor Remover And Fabric Softener, Cool Cotton, 48 Fl Oz, HE Compatible Laundry Sanitizer, Safe On All Fabrics, Downy Fabric Softener, Liquid Fabric Softener\", \"asin\": \"B0B83T9H8C\", \"price\": \"$12.97\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"MRS. MEYER'S CLEAN DAY Liquid Laundry Detergent, Biodegradable Formula Infused with Essential Oils, Lavender, 64 oz (64 Loads)\", \"asin\": \"B00CRATW32\", \"price\": \"$15.53\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ARM & HAMMER\\u2122 Deep Clean Odor Formula Liquid Laundry Detergent, Laundry Odor Remover, Radiant Burst Scent, 150 Fl Oz, 100 Loads\", \"asin\": \"B0DSR37SXN\", \"price\": \"$17.62\", \"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\": \"2025-04-06T20:21:44.125Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:21:44.125Z
click_product
B085V5PPP8
rule
train
2,754
2025-04-06T20:21:44.125Z
click_product
B085V5PPP8
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T20:20:43.181Z", "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": "disinfecting laundry detergent"}], "cart_items": [{"title": "Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 41 Fl Oz Liquid", "asin": "B01NBFHFZN", "price": "$6.97", "quantity": "1"}], "promotion_items": [{"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 90 Fl Oz Crisp Linen90 Fl Oz (Pack of 1)", "asin": "B01N6BP63M", "price": "$12.97", "quantity": ""}, {"title": "Gain + Odor Defense Liquid Laundry Detergent Super Fresh Blast Scent, HE Compatible, 107 Loads 154 fl oz, Gain Laundry Detergent, Liquid Laundry Detergent Super Fresh Blast154 Fl Oz (Pack of 1)", "asin": "B0C35NDZH2", "price": "$15.94", "quantity": ""}, {"title": "Lysol Laundry Sanitizer Additive, Free & Clear, Free from Fragrance and Dyes, 0% Bleach Laundry Sanitizer, Bacteria-causing Laundry Odor Eliminator, Unscented, 90 Fl Oz (Pack of 1) - Package May Vary Unscented90 Fl Oz (Pack of 1)", "asin": "B07XR3C87P", "price": "$12.97", "quantity": ""}, {"title": "Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible Original84 Fl Oz (Pack of 1)", "asin": "B085V5PPP8", "price": "$12.97", "quantity": ""}, {"title": "Tide Plus Febreze Sport Odor Defense Liquid Laundry Detergent Soap, HE Compatible, 94 Loads, 132 fl oz Sport132 Fl Oz (Pack of 1)", "asin": "B0C3F2DL8Z", "price": "$19.94", "quantity": ""}, {"title": "Gain + Aroma Boost Laundry Detergent Liquid Soap, Moonlight Breeze Scent, 45 Loads, 65 Fl Oz, (Pack of 2), He Compatible, Gain Laundry Detergent, Liquid Laundry Detergent Moonlight Breeze65 Fl Oz (Pack of 2)", "asin": "B09NYM2K1P", "price": "$14.76", "quantity": ""}, {"title": "Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 90 Fl Oz Crisp Linen90 Fl Oz (Pack of 1)", "asin": "B01N6BP63M", "price": "$12.97", "quantity": ""}, {"title": "Lysol Laundry Sanitizer Additive, Free & Clear, Free from Fragrance and Dyes, 0% Bleach Laundry Sanitizer, Bacteria-causing Laundry Odor Eliminator, Unscented, 90 Fl Oz (Pack of 1) - Package May Vary Unscented90 Fl Oz (Pack of 1)", "asin": "B07XR3C87P", "price": "$12.97", "quantity": ""}, {"title": "Gain + Odor Defense Liquid Laundry Detergent Super Fresh Blast Scent, HE Compatible, 107 Loads 154 fl oz, Gain Laundry Detergent, Liquid Laundry Detergent Super Fresh Blast154 Fl Oz (Pack of 1)", "asin": "B0C35NDZH2", "price": "$15.94", "quantity": ""}, {"title": "Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible Original84 Fl Oz (Pack of 1)", "asin": "B085V5PPP8", "price": "$12.97", "quantity": ""}, {"title": "Tide Plus Febreze Sport Odor Defense Liquid Laundry Detergent Soap, HE Compatible, 94 Loads, 132 fl oz Sport132 Fl Oz (Pack of 1)", "asin": "B0C3F2DL8Z", "price": "$19.94", "quantity": ""}, {"title": "Gain + Aroma Boost Laundry Detergent Liquid Soap, Moonlight Breeze Scent, 45 Loads, 65 Fl Oz, (Pack of 2), He Compatible, Gain Laundry Detergent, Liquid Laundry Detergent Moonlight Breeze65 Fl Oz (Pack of 2)", "asin": "B09NYM2K1P", "price": "$14.76", "quantity": ""}], "search_results": [{"title": "Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 90 Fl Oz", "asin": "B01N6BP63M", "price": "$12.97", "delivery": " One-DayFREE delivery Tomorrow, Apr 7 "}, {"title": "Lysol Laundry Sanitizer Additive, Free & Clear, Free from Fragrance and Dyes, 0% Bleach Laundry Sanitizer, Bacteria-causing Laundry Odor Eliminator, Unscented, 90 Fl Oz (Pack of 1) - Package May Vary", "asin": "B07XR3C87P", "price": "$12.97", "delivery": " One-DayFREE delivery Tomorrow, Apr 7 "}, {"title": "Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible", "asin": "B085V5PPP8", "price": "$12.97", "delivery": " One-DayFREE delivery Tomorrow, Apr 7 "}, {"title": "Gain + Aroma Boost Laundry Detergent Liquid Soap, Moonlight Breeze Scent, 45 Loads, 65 Fl Oz, (Pack of 2), He Compatible, Gain Laundry Detergent, Liquid Laundry Detergent", "asin": "B09NYM2K1P", "price": "$14.76", "delivery": " One-DayFREE delivery Tomorrow, Apr 7 "}, {"title": "Earth Breeze Laundry Detergent Sheets Fresh Scent - 60 Loads Eco Liquidless Soap - Travel-Friendly for Hot & Cold Cycles, Tackles Tough Stains & Odors - Gentle on Skin, 30 Ct", "asin": "B08GF7YGCD", "price": "$13.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 7 "}, {"title": "Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 90 Fl Oz", "asin": "B01N6BP63M", "price": "$12.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 41 Fl Oz Liquid", "asin": "B01NBFHFZN", "price": "$6.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Lysol Laundry Sanitizer Additive, Free & Clear, Free from Fragrance and Dyes, 0% Bleach Laundry Sanitizer, Bacteria-causing Laundry Odor Eliminator, Unscented, 90 Fl Oz (Pack of 1) - Package May Vary", "asin": "B07XR3C87P", "price": "$12.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Lysol Sport Laundry Sanitizer Additive, Sanitizing Liquid for Gym Clothes and Activewear, 0% Bleach, Eliminates Odor Causing Bacteria, 41oz", "asin": "B07QCQFGY4", "price": "$6.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "OdoBan Disinfectant Concentrate and Odor Eliminator, 1 Gallon, Original Eucalyptus Scent", "asin": "B079Z6MJB1", "price": "$9.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Tide Hygienic Clean Heavy Duty 10x Free Liquid Laundry Detergent, HE Compatible, Unscented, 74 loads, 105 fl oz", "asin": "B0CQ3VZPMV", "price": "$16.51", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Gain + Odor Defense Liquid Laundry Detergent Super Fresh Blast Scent, HE Compatible, 107 Loads 154 fl oz, Gain Laundry Detergent, Liquid Laundry Detergent", "asin": "B0C35NDZH2", "price": "$15.94", "delivery": " One-DayFREE delivery Tomorrow, Apr 7 "}, {"title": "Clorox Disinfecting Wipes Value Pack, Household Essentials, 75 Count, Pack of 3 (Package May Vary)", "asin": "B00HSC9F2C", "price": "$11.48", "delivery": " One-DayFREE delivery Tomorrow, Apr 7 "}, {"title": "Purex Liquid Laundry Detergent, Ultra Concentrated, Mountain Breeze, 82.5 Ounce, 165 Loads", "asin": "B0CPNGR32S", "price": "$17.72", "delivery": " One-DayFREE delivery Tomorrow, Apr 7 "}, {"title": "Clorox Disinfecting Wipes Value Pack, Bleach Free Cleaning Wipes, 75 Count Each, Pack of 2, Packaging May Vary", "asin": "B0CKGBWW8D", "price": "$9.68", "delivery": " One-DayFREE delivery Tomorrow, Apr 7 "}, {"title": "CLOROX Laundry Sanitizer, 0% Bleach, Color Safe, Clean Linen, 80 Fl oz, Pack of 2 (Pack May Vary)", "asin": "B0C3J2GPVQ", "price": "$21.96", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "Arm & Hammer Plus OxiClean Odor Blasters Fresh Burst, 128 Loads Liquid Laundry Detergent, 166.5 Fl oz", "asin": "B0BSNXFDML", "price": "$13.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Clorox Fraganzia Liquid Laundry Detergent in Lavender with Eucalyptus Scent, 40oz | HE Compatible for All Front and Top Load Washing Machines, High Efficiency Laundry Detergent Compatible", "asin": "B0CG1369VS", "price": "$8.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "ARM & HAMMER Plus OxiClean with Odor Blasters Concentrated Laundry Detergent, 5-in-1 Laundry Stain Remover, Fresh Burst Detergent Power Paks, 42 Count Bag", "asin": "B07VH667FV", "price": "$9.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Shout Advanced Stain Remover Gel for Clothes Laundry, Ultra Concentrated Gel with Built-in Scrubber Brush for Deep Set-In stains, 8.7oz", "asin": "B00I9JKBH6", "price": "$3.48", "delivery": " One-DayFREE delivery Tomorrow, Apr 7 "}, {"title": "2 Disinfecting Bleach Cleaners, 43oz | Effective Bleach Cleaner Concentrate for Home & Daley Mint Towel | Small Refills for Laundry, Linens, Floors, Bathroom, Tile (86oz Total)", "asin": "B0CNM934KS", "price": "$29.98", "delivery": " One-DayFREE delivery Tomorrow, Apr 7 "}, {"title": "OxiClean Odor Blasters Versatile Odor and Stain Remover Powder, 5 lb", "asin": "B01BUNHFAS", "price": "$11.78", "delivery": " One-DayFREE delivery Tomorrow, Apr 7 "}, {"title": "Lysol Laundry Sanitizer Additive, Sanitizing Liquid for Clothes and Linens, Eliminates Odor Causing Bacteria, Crisp Linen, 41oz (Pack of 2)", "asin": "B0D14YBRBN", "price": "$13.94", "delivery": ""}, {"title": "Arm & Hammer Clean Burst, 170 Loads Liquid Laundry Detergent, 170 Fl oz", "asin": "B0BSNXN4YX", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Tide Simply Clean & Fresh Liquid Laundry Detergent, Berry Blossom Scent, 89 loads, 117 fl oz", "asin": "B0CPTCYNZD", "price": "$10.44", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Arm & Hammer Sensitive Skin Free & Clear, 140 Loads Liquid Laundry Detergent, 140 Fl oz", "asin": "B0BSNX9XWD", "price": "$12.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Tide Ultra Oxi Liquid Laundry Detergent Soap, HE Compatible, 94 Loads, 132 fl oz, Tide Laundry Detergent, Liquid Laundry Detergent (Packaging May Vary)", "asin": "B0BNWF9YPL", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Gain + Odor Defense Liquid Laundry Detergent Super Fresh Blast Scent, HE Compatible, 107 Loads 154 fl oz, Gain Laundry Detergent, Liquid Laundry Detergent", "asin": "B0C35NDZH2", "price": "$15.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Arm & Hammer Sensitive Skin Plus Fresh Scent, 105 Loads Liquid Laundry Detergent, 105 Fl oz", "asin": "B0BNM2D9F6", "price": "$8.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Tide Power PODs Hygienic Clean Heavy Duty Liquid Laundry Detergent Pacs, Free and Clear of Dyes and Perfumes, For Visible and Invisible Dirt, 45 Count, HE Compatible", "asin": "B0BJM1MXG5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Dirty Labs | Signature Scent Bio-Liquid Laundry Detergent 80 Loads (21.6 fl oz) Hyper-Concentrated High Efficiency & Standard Machine Washing Nontoxic, Biodegradable Stain Odor Removal", "asin": "B09B7YS1VK", "price": "$29.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Febreze Laundry Detergent Additive for Pet Supplies, Maximum Strength In Wash Pet Odor Eliminator, Designed to Remove Tough Odors in Fabrics and Clothing in a Single Wash, Fresh Scent, 98 fl oz", "asin": "B082BFTRBV", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "ARM & HAMMER Deep Clean Stain Formula, Liquid Laundry Detergent, 102 fl oz, 68 Loads", "asin": "B0CSL7NL6Z", "price": "$11.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Arm & Hammer Power Sheets Laundry Detergent, Fresh Linen 50ct, up to 100 Small Loads (Packaging may vary)", "asin": "B0C8RD2XHD", "price": "$13.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Lysol Laundry Sanitizer Additive, Free & Clear, Free from Fragrance and Dyes, 0% Bleach Laundry Sanitizer, Bacteria-causing Laundry Odor Eliminator, Unscented, 90 Fl Oz (Pack of 2) - Package May Vary", "asin": "B0D14X265F", "price": "$25.94", "delivery": ""}, {"title": "Method Liquid Laundry Detergent; Fragrance Free + Clear; Plant-Based Stain Remover; 66 Loads per 53.5 fl oz bottle; (Pack of 1)", "asin": "B00WKWT3TK", "price": "$8.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Lysol Sport Laundry Sanitizer Additive, Sanitizing Liquid for Gym Clothes and Activewear, Eliminates Odor Causing Bacteria, 90oz", "asin": "B09YSYZWMQ", "price": "$24.94", "delivery": ""}, {"title": "ARM & HAMMER\u2122 Deep Clean Odor Formula Laundry Detergent Power Paks, Laundry Odor Remover, Radiant Burst Scent, 44 Count, 44 Loads", "asin": "B0BXJQQPKJ", "price": "$11.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "ARM & HAMMER Deep Clean Odor Formula, Liquid Laundry Detergent, 102 fl oz\u200b, 68 Loads", "asin": "B0CSLCSN87", "price": "$12.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Active Wear Laundry Detergent & Soak - Formulated for Sweat and Workout Clothes - Natural Performance Concentrate Enzyme Booster Deodorizer - Powder Wash for Activewear Gym Apparel (90 Loads)", "asin": "B07L8NJY8W", "price": "$29.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Arm & Hammer Plus OxiClean Fresh Scent, 128 Loads Liquid Laundry Detergent, 166.5 Fl oz", "asin": "B0BSNY2M1Z", "price": "$13.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Ultra Concentrated Liquid Laundry Detergent Soap, 64 loads (32 oz), Long Lasting Scent, 90% Less Plastic, No Harsh Chemicals, Juniper Sandalwood, Defeats Stains & Odors, HE/Standard Compatible", "asin": "B08GBKHZ1K", "price": "$9.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "ECOS Laundry Detergent Liquid, 200 Loads - Dermatologist Tested Laundry Soap - Hypoallergenic, EPA Safer Choice Certified, Plant-Powered - Lavender, 100 Fl Oz (Pack of 2)", "asin": "B075LFS2C3", "price": "$20.88", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Clorox Laundry Sanitizer, 0% Bleach, Color Safe, Clean Linen, 42 Fluid Ounces (Pack May Vary)", "asin": "B08HPFQF8D"}, {"title": "Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible", "asin": "B085V5PPP8", "price": "$12.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Gain Laundry Detergent Liquid Soap Plus Aroma Boost, Original Scent, HE Compatible, 90 Loads Total, 65 Fl Oz (Pack of 2), Gain Laundry Detergent, Liquid Laundry Detergent", "asin": "B09NYMDKJK", "price": "$15.37", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Tide Power Pods Laundry Detergent Pacs with Febreze Freshness with Odor Eliminators, Botanical Rain Scent, 45 Count", "asin": "B0BSJRRNP1", "price": "$19.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Seventh Generation Laundry Detergent Packs, Free & Clear, Made for Sensitive Skin, EPA Safer Choice Certified, 64 Count", "asin": "B0CVYGJ8QD", "price": "$19.27", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Water, C10-16 Pareth or C12-15 Alcohols Ethoxylated, Sodium Laureth Sulfate, Glycerin, Fragrances, Sodium Borate, Sodium Bicarbonate (Baking Soda), Sodium C10-16 Alkylbenzenesulfonate, Acrylic Acid Homopolymer, C12-13 Pareth-2, Calcium Chloride, Sodium Formate, Citric Acid, Disodium Distyrylbiphenyl Disulfonate, Palm Kernel Acid or C12-18 and C18-Unsaturated Fatty Acids, Pentasodium Dtpa, Amylase Enzyme, Protease Enzyme, Benzisothiazolinone, Methylisothiazolinone, Colorants.", "asin": "B0BNM3FFGN", "price": "$9.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Arm & Hammer Plus OxiClean 5-in-1 Laundry Detergent Power Paks, 42 Count (Packaging may vary)", "asin": "B076GSJV59", "price": "$9.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Lume Laundry Stink Eraser - Detergent Booster & Sink Soak - Eliminates Body Odor In Clothes - Odor Blasting Enzyme Blend - Makes Your Detergent Work Better - Free And Clear - 8 fluid ounces (2 Pack)", "asin": "B099H2JPZG", "price": "$29.98", "delivery": " Two-Day FREE delivery Tue, Apr 8"}, {"title": "AIDEA Laundry Detergent Sheets, Washer Sheet Detergent, No Plastic Jug, Laundry Soap Sheet For Travel, Home Washing, Fresh Scent-(160 Loads) 80 Sheets", "asin": "B0CH8LDMMS", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Tide PODS Laundry Detergent Pacs, Spring Meadow Scent, 112 Count, Concentrated Laundry Soap Detergent, Stain Remover and Color Protector, Tide PODS Laundry Detergent", "asin": "B0BJMV9BXJ", "price": "$27.24", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Dirty Labs | Scent Free | Bio Enzyme Laundry Booster | 48 Loads (1 lb) | Hyper Concentrated | High Efficiency & Standard Machine Washer | Nontoxic, Biodegradable | Stain & Odor Removal Enzyme Booster", "asin": "B09MSP7M5Y", "price": "$22.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Swash\u00ae Smells Like Clean Laundry HE Ultra-Concentrated Liquid Laundry Detergent", "asin": "B08H5V4KPJ", "price": "$17.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "ARM & HAMMER Deep Clean Stain Formula, Laundry Detergent Power Paks, 44 ct.", "asin": "B0BXHJ4Z6Q", "price": "$11.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Gain + Aroma Boost Laundry Detergent Liquid Soap, Moonlight Breeze Scent, 45 Loads, 65 Fl Oz, (Pack of 2), He Compatible, Gain Laundry Detergent, Liquid Laundry Detergent", "asin": "B09NYM2K1P", "price": "$14.76", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "Downy Rinse & Refresh Laundry Odor Remover And Fabric Softener, Cool Cotton, 48 Fl Oz, HE Compatible Laundry Sanitizer, Safe On All Fabrics, Downy Fabric Softener, Liquid Fabric Softener", "asin": "B0B83T9H8C", "price": "$12.97", "delivery": "FREE delivery Wed, Apr 9"}, {"title": "MRS. MEYER'S CLEAN DAY Liquid Laundry Detergent, Biodegradable Formula Infused with Essential Oils, Lavender, 64 oz (64 Loads)", "asin": "B00CRATW32", "price": "$15.53", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}, {"title": "ARM & HAMMER\u2122 Deep Clean Odor Formula Liquid Laundry Detergent, Laundry Odor Remover, Radiant Burst Scent, 150 Fl Oz, 100 Loads", "asin": "B0DSR37SXN", "price": "$17.62", "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": "2025-04-06T20:21:44.125Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-06T20:21:44.125Z\",\"action\": \"click_product\",\"acion_argument\": \"B085V5PPP8\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-06T20:21:44.125Z\",\"action\": \"click_product\",\"acion_argument\": \"B085V5PPP8\",}</answer>", "index": 2754, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"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\": \"disinfecting laundry detergent\"}],\n\"cart_items\": [{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 41 Fl Oz Liquid\", \"asin\": \"B01NBFHFZN\", \"price\": \"$6.97\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 90 Fl Oz Crisp Linen90 Fl Oz (Pack of 1)\", \"asin\": \"B01N6BP63M\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Gain + Odor Defense Liquid Laundry Detergent Super Fresh Blast Scent, HE Compatible, 107 Loads 154 fl oz, Gain Laundry Detergent, Liquid Laundry Detergent Super Fresh Blast154 Fl Oz (Pack of 1)\", \"asin\": \"B0C35NDZH2\", \"price\": \"$15.94\", \"quantity\": \"\"},\n{\"title\": \"Lysol Laundry Sanitizer Additive, Free & Clear, Free from Fragrance and Dyes, 0% Bleach Laundry Sanitizer, Bacteria-causing Laundry Odor Eliminator, Unscented, 90 Fl Oz (Pack of 1) - Package May Vary Unscented90 Fl Oz (Pack of 1)\", \"asin\": \"B07XR3C87P\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible Original84 Fl Oz (Pack of 1)\", \"asin\": \"B085V5PPP8\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Tide Plus Febreze Sport Odor Defense Liquid Laundry Detergent Soap, HE Compatible, 94 Loads, 132 fl oz Sport132 Fl Oz (Pack of 1)\", \"asin\": \"B0C3F2DL8Z\", \"price\": \"$19.94\", \"quantity\": \"\"},\n{\"title\": \"Gain + Aroma Boost Laundry Detergent Liquid Soap, Moonlight Breeze Scent, 45 Loads, 65 Fl Oz, (Pack of 2), He Compatible, Gain Laundry Detergent, Liquid Laundry Detergent Moonlight Breeze65 Fl Oz (Pack of 2)\", \"asin\": \"B09NYM2K1P\", \"price\": \"$14.76\", \"quantity\": \"\"},\n{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 90 Fl Oz Crisp Linen90 Fl Oz (Pack of 1)\", \"asin\": \"B01N6BP63M\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Lysol Laundry Sanitizer Additive, Free & Clear, Free from Fragrance and Dyes, 0% Bleach Laundry Sanitizer, Bacteria-causing Laundry Odor Eliminator, Unscented, 90 Fl Oz (Pack of 1) - Package May Vary Unscented90 Fl Oz (Pack of 1)\", \"asin\": \"B07XR3C87P\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Gain + Odor Defense Liquid Laundry Detergent Super Fresh Blast Scent, HE Compatible, 107 Loads 154 fl oz, Gain Laundry Detergent, Liquid Laundry Detergent Super Fresh Blast154 Fl Oz (Pack of 1)\", \"asin\": \"B0C35NDZH2\", \"price\": \"$15.94\", \"quantity\": \"\"},\n{\"title\": \"Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible Original84 Fl Oz (Pack of 1)\", \"asin\": \"B085V5PPP8\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Tide Plus Febreze Sport Odor Defense Liquid Laundry Detergent Soap, HE Compatible, 94 Loads, 132 fl oz Sport132 Fl Oz (Pack of 1)\", \"asin\": \"B0C3F2DL8Z\", \"price\": \"$19.94\", \"quantity\": \"\"},\n{\"title\": \"Gain + Aroma Boost Laundry Detergent Liquid Soap, Moonlight Breeze Scent, 45 Loads, 65 Fl Oz, (Pack of 2), He Compatible, Gain Laundry Detergent, Liquid Laundry Detergent Moonlight Breeze65 Fl Oz (Pack of 2)\", \"asin\": \"B09NYM2K1P\", \"price\": \"$14.76\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 90 Fl Oz\", \"asin\": \"B01N6BP63M\", \"price\": \"$12.97\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 7 \"},\n{\"title\": \"Lysol Laundry Sanitizer Additive, Free & Clear, Free from Fragrance and Dyes, 0% Bleach Laundry Sanitizer, Bacteria-causing Laundry Odor Eliminator, Unscented, 90 Fl Oz (Pack of 1) - Package May Vary\", \"asin\": \"B07XR3C87P\", \"price\": \"$12.97\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 7 \"},\n{\"title\": \"Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible\", \"asin\": \"B085V5PPP8\", \"price\": \"$12.97\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 7 \"},\n{\"title\": \"Gain + Aroma Boost Laundry Detergent Liquid Soap, Moonlight Breeze Scent, 45 Loads, 65 Fl Oz, (Pack of 2), He Compatible, Gain Laundry Detergent, Liquid Laundry Detergent\", \"asin\": \"B09NYM2K1P\", \"price\": \"$14.76\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 7 \"},\n{\"title\": \"Earth Breeze Laundry Detergent Sheets Fresh Scent - 60 Loads Eco Liquidless Soap - Travel-Friendly for Hot & Cold Cycles, Tackles Tough Stains & Odors - Gentle on Skin, 30 Ct\", \"asin\": \"B08GF7YGCD\", \"price\": \"$13.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 7 \"},\n{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 90 Fl Oz\", \"asin\": \"B01N6BP63M\", \"price\": \"$12.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 41 Fl Oz Liquid\", \"asin\": \"B01NBFHFZN\", \"price\": \"$6.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Lysol Laundry Sanitizer Additive, Free & Clear, Free from Fragrance and Dyes, 0% Bleach Laundry Sanitizer, Bacteria-causing Laundry Odor Eliminator, Unscented, 90 Fl Oz (Pack of 1) - Package May Vary\", \"asin\": \"B07XR3C87P\", \"price\": \"$12.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Lysol Sport Laundry Sanitizer Additive, Sanitizing Liquid for Gym Clothes and Activewear, 0% Bleach, Eliminates Odor Causing Bacteria, 41oz\", \"asin\": \"B07QCQFGY4\", \"price\": \"$6.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"OdoBan Disinfectant Concentrate and Odor Eliminator, 1 Gallon, Original Eucalyptus Scent\", \"asin\": \"B079Z6MJB1\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Tide Hygienic Clean Heavy Duty 10x Free Liquid Laundry Detergent, HE Compatible, Unscented, 74 loads, 105 fl oz\", \"asin\": \"B0CQ3VZPMV\", \"price\": \"$16.51\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Gain + Odor Defense Liquid Laundry Detergent Super Fresh Blast Scent, HE Compatible, 107 Loads 154 fl oz, Gain Laundry Detergent, Liquid Laundry Detergent\", \"asin\": \"B0C35NDZH2\", \"price\": \"$15.94\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 7 \"},\n{\"title\": \"Clorox Disinfecting Wipes Value Pack, Household Essentials, 75 Count, Pack of 3 (Package May Vary)\", \"asin\": \"B00HSC9F2C\", \"price\": \"$11.48\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 7 \"},\n{\"title\": \"Purex Liquid Laundry Detergent, Ultra Concentrated, Mountain Breeze, 82.5 Ounce, 165 Loads\", \"asin\": \"B0CPNGR32S\", \"price\": \"$17.72\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 7 \"},\n{\"title\": \"Clorox Disinfecting Wipes Value Pack, Bleach Free Cleaning Wipes, 75 Count Each, Pack of 2, Packaging May Vary\", \"asin\": \"B0CKGBWW8D\", \"price\": \"$9.68\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 7 \"},\n{\"title\": \"CLOROX Laundry Sanitizer, 0% Bleach, Color Safe, Clean Linen, 80 Fl oz, Pack of 2 (Pack May Vary)\", \"asin\": \"B0C3J2GPVQ\", \"price\": \"$21.96\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Arm & Hammer Plus OxiClean Odor Blasters Fresh Burst, 128 Loads Liquid Laundry Detergent, 166.5 Fl oz\", \"asin\": \"B0BSNXFDML\", \"price\": \"$13.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Clorox Fraganzia Liquid Laundry Detergent in Lavender with Eucalyptus Scent, 40oz | HE Compatible for All Front and Top Load Washing Machines, High Efficiency Laundry Detergent Compatible\", \"asin\": \"B0CG1369VS\", \"price\": \"$8.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ARM & HAMMER Plus OxiClean with Odor Blasters Concentrated Laundry Detergent, 5-in-1 Laundry Stain Remover, Fresh Burst Detergent Power Paks, 42 Count Bag\", \"asin\": \"B07VH667FV\", \"price\": \"$9.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Shout Advanced Stain Remover Gel for Clothes Laundry, Ultra Concentrated Gel with Built-in Scrubber Brush for Deep Set-In stains, 8.7oz\", \"asin\": \"B00I9JKBH6\", \"price\": \"$3.48\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 7 \"},\n{\"title\": \"2 Disinfecting Bleach Cleaners, 43oz | Effective Bleach Cleaner Concentrate for Home & Daley Mint Towel | Small Refills for Laundry, Linens, Floors, Bathroom, Tile (86oz Total)\", \"asin\": \"B0CNM934KS\", \"price\": \"$29.98\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 7 \"},\n{\"title\": \"OxiClean Odor Blasters Versatile Odor and Stain Remover Powder, 5 lb\", \"asin\": \"B01BUNHFAS\", \"price\": \"$11.78\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 7 \"},\n{\"title\": \"Lysol Laundry Sanitizer Additive, Sanitizing Liquid for Clothes and Linens, Eliminates Odor Causing Bacteria, Crisp Linen, 41oz (Pack of 2)\", \"asin\": \"B0D14YBRBN\", \"price\": \"$13.94\", \"delivery\": \"\"},\n{\"title\": \"Arm & Hammer Clean Burst, 170 Loads Liquid Laundry Detergent, 170 Fl oz\", \"asin\": \"B0BSNXN4YX\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Tide Simply Clean & Fresh Liquid Laundry Detergent, Berry Blossom Scent, 89 loads, 117 fl oz\", \"asin\": \"B0CPTCYNZD\", \"price\": \"$10.44\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Arm & Hammer Sensitive Skin Free & Clear, 140 Loads Liquid Laundry Detergent, 140 Fl oz\", \"asin\": \"B0BSNX9XWD\", \"price\": \"$12.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Tide Ultra Oxi Liquid Laundry Detergent Soap, HE Compatible, 94 Loads, 132 fl oz, Tide Laundry Detergent, Liquid Laundry Detergent (Packaging May Vary)\", \"asin\": \"B0BNWF9YPL\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Gain + Odor Defense Liquid Laundry Detergent Super Fresh Blast Scent, HE Compatible, 107 Loads 154 fl oz, Gain Laundry Detergent, Liquid Laundry Detergent\", \"asin\": \"B0C35NDZH2\", \"price\": \"$15.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Arm & Hammer Sensitive Skin Plus Fresh Scent, 105 Loads Liquid Laundry Detergent, 105 Fl oz\", \"asin\": \"B0BNM2D9F6\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Tide Power PODs Hygienic Clean Heavy Duty Liquid Laundry Detergent Pacs, Free and Clear of Dyes and Perfumes, For Visible and Invisible Dirt, 45 Count, HE Compatible\", \"asin\": \"B0BJM1MXG5\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Dirty Labs | Signature Scent Bio-Liquid Laundry Detergent 80 Loads (21.6 fl oz) Hyper-Concentrated High Efficiency & Standard Machine Washing Nontoxic, Biodegradable Stain Odor Removal\", \"asin\": \"B09B7YS1VK\", \"price\": \"$29.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Febreze Laundry Detergent Additive for Pet Supplies, Maximum Strength In Wash Pet Odor Eliminator, Designed to Remove Tough Odors in Fabrics and Clothing in a Single Wash, Fresh Scent, 98 fl oz\", \"asin\": \"B082BFTRBV\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ARM & HAMMER Deep Clean Stain Formula, Liquid Laundry Detergent, 102 fl oz, 68 Loads\", \"asin\": \"B0CSL7NL6Z\", \"price\": \"$11.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Arm & Hammer Power Sheets Laundry Detergent, Fresh Linen 50ct, up to 100 Small Loads (Packaging may vary)\", \"asin\": \"B0C8RD2XHD\", \"price\": \"$13.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Lysol Laundry Sanitizer Additive, Free & Clear, Free from Fragrance and Dyes, 0% Bleach Laundry Sanitizer, Bacteria-causing Laundry Odor Eliminator, Unscented, 90 Fl Oz (Pack of 2) - Package May Vary\", \"asin\": \"B0D14X265F\", \"price\": \"$25.94\", \"delivery\": \"\"},\n{\"title\": \"Method Liquid Laundry Detergent; Fragrance Free + Clear; Plant-Based Stain Remover; 66 Loads per 53.5 fl oz bottle; (Pack of 1)\", \"asin\": \"B00WKWT3TK\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Lysol Sport Laundry Sanitizer Additive, Sanitizing Liquid for Gym Clothes and Activewear, Eliminates Odor Causing Bacteria, 90oz\", \"asin\": \"B09YSYZWMQ\", \"price\": \"$24.94\", \"delivery\": \"\"},\n{\"title\": \"ARM & HAMMER\\u2122 Deep Clean Odor Formula Laundry Detergent Power Paks, Laundry Odor Remover, Radiant Burst Scent, 44 Count, 44 Loads\", \"asin\": \"B0BXJQQPKJ\", \"price\": \"$11.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ARM & HAMMER Deep Clean Odor Formula, Liquid Laundry Detergent, 102 fl oz\\u200b, 68 Loads\", \"asin\": \"B0CSLCSN87\", \"price\": \"$12.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Active Wear Laundry Detergent & Soak - Formulated for Sweat and Workout Clothes - Natural Performance Concentrate Enzyme Booster Deodorizer - Powder Wash for Activewear Gym Apparel (90 Loads)\", \"asin\": \"B07L8NJY8W\", \"price\": \"$29.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Arm & Hammer Plus OxiClean Fresh Scent, 128 Loads Liquid Laundry Detergent, 166.5 Fl oz\", \"asin\": \"B0BSNY2M1Z\", \"price\": \"$13.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Ultra Concentrated Liquid Laundry Detergent Soap, 64 loads (32 oz), Long Lasting Scent, 90% Less Plastic, No Harsh Chemicals, Juniper Sandalwood, Defeats Stains & Odors, HE/Standard Compatible\", \"asin\": \"B08GBKHZ1K\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ECOS Laundry Detergent Liquid, 200 Loads - Dermatologist Tested Laundry Soap - Hypoallergenic, EPA Safer Choice Certified, Plant-Powered - Lavender, 100 Fl Oz (Pack of 2)\", \"asin\": \"B075LFS2C3\", \"price\": \"$20.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Clorox Laundry Sanitizer, 0% Bleach, Color Safe, Clean Linen, 42 Fluid Ounces (Pack May Vary)\", \"asin\": \"B08HPFQF8D\"},\n{\"title\": \"Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible\", \"asin\": \"B085V5PPP8\", \"price\": \"$12.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Gain Laundry Detergent Liquid Soap Plus Aroma Boost, Original Scent, HE Compatible, 90 Loads Total, 65 Fl Oz (Pack of 2), Gain Laundry Detergent, Liquid Laundry Detergent\", \"asin\": \"B09NYMDKJK\", \"price\": \"$15.37\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Tide Power Pods Laundry Detergent Pacs with Febreze Freshness with Odor Eliminators, Botanical Rain Scent, 45 Count\", \"asin\": \"B0BSJRRNP1\", \"price\": \"$19.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Seventh Generation Laundry Detergent Packs, Free & Clear, Made for Sensitive Skin, EPA Safer Choice Certified, 64 Count\", \"asin\": \"B0CVYGJ8QD\", \"price\": \"$19.27\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Water, C10-16 Pareth or C12-15 Alcohols Ethoxylated, Sodium Laureth Sulfate, Glycerin, Fragrances, Sodium Borate, Sodium Bicarbonate (Baking Soda), Sodium C10-16 Alkylbenzenesulfonate, Acrylic Acid Homopolymer, C12-13 Pareth-2, Calcium Chloride, Sodium Formate, Citric Acid, Disodium Distyrylbiphenyl Disulfonate, Palm Kernel Acid or C12-18 and C18-Unsaturated Fatty Acids, Pentasodium Dtpa, Amylase Enzyme, Protease Enzyme, Benzisothiazolinone, Methylisothiazolinone, Colorants.\", \"asin\": \"B0BNM3FFGN\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Arm & Hammer Plus OxiClean 5-in-1 Laundry Detergent Power Paks, 42 Count (Packaging may vary)\", \"asin\": \"B076GSJV59\", \"price\": \"$9.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Lume Laundry Stink Eraser - Detergent Booster & Sink Soak - Eliminates Body Odor In Clothes - Odor Blasting Enzyme Blend - Makes Your Detergent Work Better - Free And Clear - 8 fluid ounces (2 Pack)\", \"asin\": \"B099H2JPZG\", \"price\": \"$29.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"AIDEA Laundry Detergent Sheets, Washer Sheet Detergent, No Plastic Jug, Laundry Soap Sheet For Travel, Home Washing, Fresh Scent-(160 Loads) 80 Sheets\", \"asin\": \"B0CH8LDMMS\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Tide PODS Laundry Detergent Pacs, Spring Meadow Scent, 112 Count, Concentrated Laundry Soap Detergent, Stain Remover and Color Protector, Tide PODS Laundry Detergent\", \"asin\": \"B0BJMV9BXJ\", \"price\": \"$27.24\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Dirty Labs | Scent Free | Bio Enzyme Laundry Booster | 48 Loads (1 lb) | Hyper Concentrated | High Efficiency & Standard Machine Washer | Nontoxic, Biodegradable | Stain & Odor Removal Enzyme Booster\", \"asin\": \"B09MSP7M5Y\", \"price\": \"$22.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Swash\\u00ae Smells Like Clean Laundry HE Ultra-Concentrated Liquid Laundry Detergent\", \"asin\": \"B08H5V4KPJ\", \"price\": \"$17.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ARM & HAMMER Deep Clean Stain Formula, Laundry Detergent Power Paks, 44 ct.\", \"asin\": \"B0BXHJ4Z6Q\", \"price\": \"$11.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Gain + Aroma Boost Laundry Detergent Liquid Soap, Moonlight Breeze Scent, 45 Loads, 65 Fl Oz, (Pack of 2), He Compatible, Gain Laundry Detergent, Liquid Laundry Detergent\", \"asin\": \"B09NYM2K1P\", \"price\": \"$14.76\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Downy Rinse & Refresh Laundry Odor Remover And Fabric Softener, Cool Cotton, 48 Fl Oz, HE Compatible Laundry Sanitizer, Safe On All Fabrics, Downy Fabric Softener, Liquid Fabric Softener\", \"asin\": \"B0B83T9H8C\", \"price\": \"$12.97\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"MRS. MEYER'S CLEAN DAY Liquid Laundry Detergent, Biodegradable Formula Infused with Essential Oils, Lavender, 64 oz (64 Loads)\", \"asin\": \"B00CRATW32\", \"price\": \"$15.53\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ARM & HAMMER\\u2122 Deep Clean Odor Formula Liquid Laundry Detergent, Laundry Odor Remover, Radiant Burst Scent, 150 Fl Oz, 100 Loads\", \"asin\": \"B0DSR37SXN\", \"price\": \"$17.62\", \"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\": \"2025-04-06T20:21:44.125Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"disinfecting laundry detergent\"}],\n\"cart_items\": [{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 41 Fl Oz Liquid\", \"asin\": \"B01NBFHFZN\", \"price\": \"$6.97\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B085V5PPP8\"},\n{\"title\": \"Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible\"},\n{\"price\": \"$12.97\"},\n{\"bullet_list\": \"AMERICA'S DETERGENT: Tide liquid laundry detergent is a popular detergent brand in America, providing a deep clean and a fresh smell DEEP CLEAN: This liquid laundry detergent helps clean deep and leaves a fresh scent, making your laundry smell as good as it looks MULTIPLE BENEFITS: Tide detergent liquid not only helps clean and freshen but also helps whiten and brighten your clothes EASY TO USE: Measure with cap. For small loads, fill just below bar 1. For medium loads, fill just below bar 3. For large loads, fill to bar 5. Add clothes, pour laundry soap into dispenser, start washer ORIGINAL SCENT: Infuse your clothes with the original scent you love, this Tide liquid laundry detergent leaves your clothes smelling fresh and clean\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"84 Fl Oz (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 90 Fl Oz\", \"asin\": \"B01N6BP63M\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Gain + Aroma Boost Laundry Detergent Liquid Soap, Moonlight Breeze Scent, 45 Loads, 65 Fl Oz, (Pack of 2), He Compatible, Gain Laundry Detergent, Liquid Laundry Detergent\", \"asin\": \"B09NYM2K1P\", \"price\": \"$14.76\", \"quantity\": \"\"},\n{\"title\": \"Tide Free & Gentle Liquid Laundry Detergent, 100 Loads, 132 fl oz, Tide Laundry Detergent, Clean Laundry Detergent\", \"asin\": \"B0BNWF3PGX\", \"price\": \"$19.94\", \"quantity\": \"\"},\n{\"title\": \"Lysol Laundry Sanitizer Additive, Free & Clear, Free from Fragrance and Dyes, 0% Bleach Laundry Sanitizer, Bacteria-causing Laundry Odor Eliminator, Unscented, 90 Fl Oz (Pack of 1) - Package May Vary\", \"asin\": \"B07XR3C87P\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Gain + Odor Defense Liquid Laundry Detergent 2-Pack, Super Fresh Blast Scent, 65 fl oz each, 45 Loads each, HE Compatible\", \"asin\": \"B0B2XBWK4X\", \"price\": \"$14.68\", \"quantity\": \"\"},\n{\"title\": \"Tide Plus Febreze Sport Odor Defense Liquid Laundry Detergent Soap, HE Compatible, 94 Loads, 132 fl oz\", \"asin\": \"B0C3F2DL8Z\", \"price\": \"$19.94\", \"quantity\": \"\"},\n{\"title\": \"Gain + Aroma Boost Liquid Laundry Detergent, Moonlight Breeze Scent, 107 Loads, 154 Fl Oz, HE Compatible with Febreze and Oxi (125)\", \"asin\": \"B0C35Y3QV1\", \"price\": \"$15.94\", \"quantity\": \"\"},\n{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 90 Fl Oz\", \"asin\": \"B01N6BP63M\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Seventh Generation Concentrated Laundry Detergent Liquid Free & Clear Fragrance Free 40 Fl Oz (Pack of 2)\", \"asin\": \"B0091DS0UY\", \"price\": \"$29.94\", \"quantity\": \"\"},\n{\"title\": \"Gain + Aroma Boost Laundry Detergent Liquid Soap, Moonlight Breeze Scent, 45 Loads, 65 Fl Oz, (Pack of 2), He Compatible, Gain Laundry Detergent, Liquid Laundry Detergent\", \"asin\": \"B09NYM2K1P\", \"price\": \"$14.76\", \"quantity\": \"\"},\n{\"title\": \"Tide Free & Gentle Liquid Laundry Detergent, 100 Loads, 132 fl oz, Tide Laundry Detergent, Clean Laundry Detergent\", \"asin\": \"B0BNWF3PGX\", \"price\": \"$19.94\", \"quantity\": \"\"},\n{\"title\": \"Seventh Generation Laundry Detergent Ultra Concentrated Clean Scent oz 2 Pack 132 Loads, Clear, Power Plus, 23.1 Ounce\", \"asin\": \"B08WVG3XTZ\", \"price\": \"$26.23\", \"quantity\": \"\"},\n{\"title\": \"Gain + Odor Defense Liquid Laundry Detergent Super Fresh Blast Scent, HE Compatible, 107 Loads 154 fl oz, Gain Laundry Detergent, Liquid Laundry Detergent\", \"asin\": \"B0C35NDZH2\", \"price\": \"$15.94\", \"quantity\": \"\"},\n{\"title\": \"Gain + Aroma Boost Liquid Laundry Detergent, Moonlight Breeze Scent, 107 Loads, 154 Fl Oz, HE Compatible with Febreze and Oxi (125)\", \"asin\": \"B0C35Y3QV1\", \"price\": \"$15.94\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible\", \"asin\": \"B085V5PPP8\", \"price\": \"$12.97\"},\n{\"title\": \"Tide Liquid Laundry Detergent, Original Scent, 105 fl oz, 80 Loads\", \"asin\": \"B0DBVZX16R\", \"price\": \"$15.94\"},\n{\"title\": \"Tide Ultra Oxi Liquid Laundry Detergent Soap, HE Compatible, 94 Loads, 132 fl oz, Tide Laundry Detergent, Liquid Laundry Detergent (Packaging May Vary)\", \"asin\": \"B0BNWF9YPL\", \"price\": \"$19.99\"},\n{\"title\": \"Cheer Liquid Laundry Detergent 64 loads 92 fl oz, HE Compatible\", \"asin\": \"B0B6MY13B9\", \"price\": \"$8.97\"},\n{\"title\": \"Gain + Aroma Boost Laundry Detergent Liquid, Original Scent, 107 Loads, 154 fl oz, HE Compatible Laundry Soap with Febreze and Oxi, Gain Laundry Detergent, Liquid Laundry Detergent\", \"asin\": \"B0C35Z66QV\", \"price\": \"$14.50\"},\n{\"title\": \"Tide Liquid Laundry Detergent, HE Compatible, Original Scent, 80 loads, 105 fl oz\", \"asin\": \"B0CQ42Q5J9\", \"price\": \"$15.99\"}]\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\": \"2025-04-06T20:22:12.063Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:22:12.063Z
click
cart_side_bar
rule
train
2,755
2025-04-06T20:22:12.063Z
click
cart_side_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "disinfecting laundry detergent"}], "cart_items": [{"title": "Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 41 Fl Oz Liquid", "asin": "B01NBFHFZN", "price": "$6.97", "quantity": "1"}], "product_details": [{"asin": "B085V5PPP8"}, {"title": "Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible"}, {"price": "$12.97"}, {"bullet_list": "AMERICA'S DETERGENT: Tide liquid laundry detergent is a popular detergent brand in America, providing a deep clean and a fresh smell DEEP CLEAN: This liquid laundry detergent helps clean deep and leaves a fresh scent, making your laundry smell as good as it looks MULTIPLE BENEFITS: Tide detergent liquid not only helps clean and freshen but also helps whiten and brighten your clothes EASY TO USE: Measure with cap. For small loads, fill just below bar 1. For medium loads, fill just below bar 3. For large loads, fill to bar 5. Add clothes, pour laundry soap into dispenser, start washer ORIGINAL SCENT: Infuse your clothes with the original scent you love, this Tide liquid laundry detergent leaves your clothes smelling fresh and clean"}], "product_quantity": [{"quantity": "1"}, {"quantity": "1"}], "product_options": [{"Size": "84 Fl Oz (Pack of 1)"}], "promotion_items": [{"title": "Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 90 Fl Oz", "asin": "B01N6BP63M", "price": "$12.97", "quantity": ""}, {"title": "Gain + Aroma Boost Laundry Detergent Liquid Soap, Moonlight Breeze Scent, 45 Loads, 65 Fl Oz, (Pack of 2), He Compatible, Gain Laundry Detergent, Liquid Laundry Detergent", "asin": "B09NYM2K1P", "price": "$14.76", "quantity": ""}, {"title": "Tide Free & Gentle Liquid Laundry Detergent, 100 Loads, 132 fl oz, Tide Laundry Detergent, Clean Laundry Detergent", "asin": "B0BNWF3PGX", "price": "$19.94", "quantity": ""}, {"title": "Lysol Laundry Sanitizer Additive, Free & Clear, Free from Fragrance and Dyes, 0% Bleach Laundry Sanitizer, Bacteria-causing Laundry Odor Eliminator, Unscented, 90 Fl Oz (Pack of 1) - Package May Vary", "asin": "B07XR3C87P", "price": "$12.97", "quantity": ""}, {"title": "Gain + Odor Defense Liquid Laundry Detergent 2-Pack, Super Fresh Blast Scent, 65 fl oz each, 45 Loads each, HE Compatible", "asin": "B0B2XBWK4X", "price": "$14.68", "quantity": ""}, {"title": "Tide Plus Febreze Sport Odor Defense Liquid Laundry Detergent Soap, HE Compatible, 94 Loads, 132 fl oz", "asin": "B0C3F2DL8Z", "price": "$19.94", "quantity": ""}, {"title": "Gain + Aroma Boost Liquid Laundry Detergent, Moonlight Breeze Scent, 107 Loads, 154 Fl Oz, HE Compatible with Febreze and Oxi (125)", "asin": "B0C35Y3QV1", "price": "$15.94", "quantity": ""}, {"title": "Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 90 Fl Oz", "asin": "B01N6BP63M", "price": "$12.97", "quantity": ""}, {"title": "Seventh Generation Concentrated Laundry Detergent Liquid Free & Clear Fragrance Free 40 Fl Oz (Pack of 2)", "asin": "B0091DS0UY", "price": "$29.94", "quantity": ""}, {"title": "Gain + Aroma Boost Laundry Detergent Liquid Soap, Moonlight Breeze Scent, 45 Loads, 65 Fl Oz, (Pack of 2), He Compatible, Gain Laundry Detergent, Liquid Laundry Detergent", "asin": "B09NYM2K1P", "price": "$14.76", "quantity": ""}, {"title": "Tide Free & Gentle Liquid Laundry Detergent, 100 Loads, 132 fl oz, Tide Laundry Detergent, Clean Laundry Detergent", "asin": "B0BNWF3PGX", "price": "$19.94", "quantity": ""}, {"title": "Seventh Generation Laundry Detergent Ultra Concentrated Clean Scent oz 2 Pack 132 Loads, Clear, Power Plus, 23.1 Ounce", "asin": "B08WVG3XTZ", "price": "$26.23", "quantity": ""}, {"title": "Gain + Odor Defense Liquid Laundry Detergent Super Fresh Blast Scent, HE Compatible, 107 Loads 154 fl oz, Gain Laundry Detergent, Liquid Laundry Detergent", "asin": "B0C35NDZH2", "price": "$15.94", "quantity": ""}, {"title": "Gain + Aroma Boost Liquid Laundry Detergent, Moonlight Breeze Scent, 107 Loads, 154 Fl Oz, HE Compatible with Febreze and Oxi (125)", "asin": "B0C35Y3QV1", "price": "$15.94", "quantity": ""}], "comparison_items": [{"title": "Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible", "asin": "B085V5PPP8", "price": "$12.97"}, {"title": "Tide Liquid Laundry Detergent, Original Scent, 105 fl oz, 80 Loads", "asin": "B0DBVZX16R", "price": "$15.94"}, {"title": "Tide Ultra Oxi Liquid Laundry Detergent Soap, HE Compatible, 94 Loads, 132 fl oz, Tide Laundry Detergent, Liquid Laundry Detergent (Packaging May Vary)", "asin": "B0BNWF9YPL", "price": "$19.99"}, {"title": "Cheer Liquid Laundry Detergent 64 loads 92 fl oz, HE Compatible", "asin": "B0B6MY13B9", "price": "$8.97"}, {"title": "Gain + Aroma Boost Laundry Detergent Liquid, Original Scent, 107 Loads, 154 fl oz, HE Compatible Laundry Soap with Febreze and Oxi, Gain Laundry Detergent, Liquid Laundry Detergent", "asin": "B0C35Z66QV", "price": "$14.50"}, {"title": "Tide Liquid Laundry Detergent, HE Compatible, Original Scent, 80 loads, 105 fl oz", "asin": "B0CQ42Q5J9", "price": "$15.99"}] <|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": "2025-04-06T20:22:12.063Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-06T20:22:12.063Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-06T20:22:12.063Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>", "index": 2755, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"disinfecting laundry detergent\"}],\n\"cart_items\": [{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 41 Fl Oz Liquid\", \"asin\": \"B01NBFHFZN\", \"price\": \"$6.97\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B085V5PPP8\"},\n{\"title\": \"Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible\"},\n{\"price\": \"$12.97\"},\n{\"bullet_list\": \"AMERICA'S DETERGENT: Tide liquid laundry detergent is a popular detergent brand in America, providing a deep clean and a fresh smell DEEP CLEAN: This liquid laundry detergent helps clean deep and leaves a fresh scent, making your laundry smell as good as it looks MULTIPLE BENEFITS: Tide detergent liquid not only helps clean and freshen but also helps whiten and brighten your clothes EASY TO USE: Measure with cap. For small loads, fill just below bar 1. For medium loads, fill just below bar 3. For large loads, fill to bar 5. Add clothes, pour laundry soap into dispenser, start washer ORIGINAL SCENT: Infuse your clothes with the original scent you love, this Tide liquid laundry detergent leaves your clothes smelling fresh and clean\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"84 Fl Oz (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 90 Fl Oz\", \"asin\": \"B01N6BP63M\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Gain + Aroma Boost Laundry Detergent Liquid Soap, Moonlight Breeze Scent, 45 Loads, 65 Fl Oz, (Pack of 2), He Compatible, Gain Laundry Detergent, Liquid Laundry Detergent\", \"asin\": \"B09NYM2K1P\", \"price\": \"$14.76\", \"quantity\": \"\"},\n{\"title\": \"Tide Free & Gentle Liquid Laundry Detergent, 100 Loads, 132 fl oz, Tide Laundry Detergent, Clean Laundry Detergent\", \"asin\": \"B0BNWF3PGX\", \"price\": \"$19.94\", \"quantity\": \"\"},\n{\"title\": \"Lysol Laundry Sanitizer Additive, Free & Clear, Free from Fragrance and Dyes, 0% Bleach Laundry Sanitizer, Bacteria-causing Laundry Odor Eliminator, Unscented, 90 Fl Oz (Pack of 1) - Package May Vary\", \"asin\": \"B07XR3C87P\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Gain + Odor Defense Liquid Laundry Detergent 2-Pack, Super Fresh Blast Scent, 65 fl oz each, 45 Loads each, HE Compatible\", \"asin\": \"B0B2XBWK4X\", \"price\": \"$14.68\", \"quantity\": \"\"},\n{\"title\": \"Tide Plus Febreze Sport Odor Defense Liquid Laundry Detergent Soap, HE Compatible, 94 Loads, 132 fl oz\", \"asin\": \"B0C3F2DL8Z\", \"price\": \"$19.94\", \"quantity\": \"\"},\n{\"title\": \"Gain + Aroma Boost Liquid Laundry Detergent, Moonlight Breeze Scent, 107 Loads, 154 Fl Oz, HE Compatible with Febreze and Oxi (125)\", \"asin\": \"B0C35Y3QV1\", \"price\": \"$15.94\", \"quantity\": \"\"},\n{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 90 Fl Oz\", \"asin\": \"B01N6BP63M\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Seventh Generation Concentrated Laundry Detergent Liquid Free & Clear Fragrance Free 40 Fl Oz (Pack of 2)\", \"asin\": \"B0091DS0UY\", \"price\": \"$29.94\", \"quantity\": \"\"},\n{\"title\": \"Gain + Aroma Boost Laundry Detergent Liquid Soap, Moonlight Breeze Scent, 45 Loads, 65 Fl Oz, (Pack of 2), He Compatible, Gain Laundry Detergent, Liquid Laundry Detergent\", \"asin\": \"B09NYM2K1P\", \"price\": \"$14.76\", \"quantity\": \"\"},\n{\"title\": \"Tide Free & Gentle Liquid Laundry Detergent, 100 Loads, 132 fl oz, Tide Laundry Detergent, Clean Laundry Detergent\", \"asin\": \"B0BNWF3PGX\", \"price\": \"$19.94\", \"quantity\": \"\"},\n{\"title\": \"Seventh Generation Laundry Detergent Ultra Concentrated Clean Scent oz 2 Pack 132 Loads, Clear, Power Plus, 23.1 Ounce\", \"asin\": \"B08WVG3XTZ\", \"price\": \"$26.23\", \"quantity\": \"\"},\n{\"title\": \"Gain + Odor Defense Liquid Laundry Detergent Super Fresh Blast Scent, HE Compatible, 107 Loads 154 fl oz, Gain Laundry Detergent, Liquid Laundry Detergent\", \"asin\": \"B0C35NDZH2\", \"price\": \"$15.94\", \"quantity\": \"\"},\n{\"title\": \"Gain + Aroma Boost Liquid Laundry Detergent, Moonlight Breeze Scent, 107 Loads, 154 Fl Oz, HE Compatible with Febreze and Oxi (125)\", \"asin\": \"B0C35Y3QV1\", \"price\": \"$15.94\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible\", \"asin\": \"B085V5PPP8\", \"price\": \"$12.97\"},\n{\"title\": \"Tide Liquid Laundry Detergent, Original Scent, 105 fl oz, 80 Loads\", \"asin\": \"B0DBVZX16R\", \"price\": \"$15.94\"},\n{\"title\": \"Tide Ultra Oxi Liquid Laundry Detergent Soap, HE Compatible, 94 Loads, 132 fl oz, Tide Laundry Detergent, Liquid Laundry Detergent (Packaging May Vary)\", \"asin\": \"B0BNWF9YPL\", \"price\": \"$19.99\"},\n{\"title\": \"Cheer Liquid Laundry Detergent 64 loads 92 fl oz, HE Compatible\", \"asin\": \"B0B6MY13B9\", \"price\": \"$8.97\"},\n{\"title\": \"Gain + Aroma Boost Laundry Detergent Liquid, Original Scent, 107 Loads, 154 fl oz, HE Compatible Laundry Soap with Febreze and Oxi, Gain Laundry Detergent, Liquid Laundry Detergent\", \"asin\": \"B0C35Z66QV\", \"price\": \"$14.50\"},\n{\"title\": \"Tide Liquid Laundry Detergent, HE Compatible, Original Scent, 80 loads, 105 fl oz\", \"asin\": \"B0CQ42Q5J9\", \"price\": \"$15.99\"}]\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\": \"2025-04-06T20:22:12.063Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 41 Fl Oz Liquid\", \"asin\": \"B01NBFHFZN\", \"price\": \"$6.97\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B01NBFHFZN\"},\n{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 41 Fl Oz Liquid\"},\n{\"price\": \"$6.62\"},\n{\"bullet_list\": \"LAUNDRY DETERGENT ADDITIVE: Add Lysol Laundry Sanitizer to every wash, in the fabric softener drawer, to sanitize and deodorize smelly laundry. Lysol Laundry Sanitizer kills many bad odors that detergents leave behind. COLOR SAFE BLEACH ALTERNATIVE: Lysol Laundry Sanitizer is a bleach alternative that effectively kills 99.9% of bacteria***, without the harshness of bleach. It's gentle on fabrics, effective in cold water, and is safe to use on colors and whites. LYSOL LAUNDRY SANITIZER: Better than in-wash scent boosters that just mask bad odors. Lysol Laundry Sanitizer kills the odor causing bacteria that laundry detergents alone can leave behind, even in cold water! Can be used in standard and HE machines. ODOR ELIMINATOR FOR STRONG ODOR: Say goodbye to stubborn odors with Lysol Laundry Sanitizer, an advanced formula designed to act as an effective odor eliminator for even the toughest smells, leaving your clothes smelling fresh after every wash. HOUSEHOLD ESSENTIALS & CLEANING SUPPLIES: Lysol is a leader in disinfection. Shop our range of household cleaning supplies including disinfectant wipes, toilet bowl cleaners, air sanitizers, and disinfectant sprays. The best protection is prevention! ***Kills 99.9% of Staphylococcus aureus and Klebsiella pneumonia on laundry.\"}],\n\"product_quantity\": [{\"quantity\": \"1 \"},\n{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 90 Fl Oz\", \"asin\": \"B01N6BP63M\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible\", \"asin\": \"B085V5PPP8\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Lysol Laundry Sanitizer Additive, Free & Clear, Free from Fragrance and Dyes, 0% Bleach Laundry Sanitizer, Bacteria-causing Laundry Odor Eliminator, Unscented, 90 Fl Oz (Pack of 1) - Package May Vary\", \"asin\": \"B07XR3C87P\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Lume Laundry Stink Eraser - Detergent Booster & Sink Soak - Eliminates Body Odor In Clothes - Odor Blasting Enzyme Blend - Makes Your Detergent Work Better - Free And Clear - 8 fluid ounces (2 Pack)\", \"asin\": \"B099H2JPZG\", \"price\": \"$29.98\", \"quantity\": \"\"},\n{\"title\": \"Tide Free & Gentle Liquid Laundry Detergent, 100 Loads, 132 fl oz, Tide Laundry Detergent, Clean Laundry Detergent\", \"asin\": \"B0BNWF3PGX\", \"price\": \"$19.94\", \"quantity\": \"\"},\n{\"title\": \"Downy Rinse & Refresh Laundry Odor Remover And Fabric Softener, Cool Cotton, 48 Fl Oz, HE Compatible Laundry Sanitizer, Safe On All Fabrics, Downy Fabric Softener, Liquid Fabric Softener\", \"asin\": \"B0B83T9H8C\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Seventh Generation Concentrated Laundry Detergent Liquid Free & Clear Fragrance Free 40 oz\", \"asin\": \"B07FVX9Z9H\", \"price\": \"$14.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:22:15.929Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:22:15.929Z
click
cart_side_bar
rule
train
2,756
2025-04-06T20:22:15.929Z
click
cart_side_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 41 Fl Oz Liquid", "asin": "B01NBFHFZN", "price": "$6.97", "quantity": "1"}], "product_details": [{"asin": "B01NBFHFZN"}, {"title": "Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 41 Fl Oz Liquid"}, {"price": "$6.62"}, {"bullet_list": "LAUNDRY DETERGENT ADDITIVE: Add Lysol Laundry Sanitizer to every wash, in the fabric softener drawer, to sanitize and deodorize smelly laundry. Lysol Laundry Sanitizer kills many bad odors that detergents leave behind. COLOR SAFE BLEACH ALTERNATIVE: Lysol Laundry Sanitizer is a bleach alternative that effectively kills 99.9% of bacteria***, without the harshness of bleach. It's gentle on fabrics, effective in cold water, and is safe to use on colors and whites. LYSOL LAUNDRY SANITIZER: Better than in-wash scent boosters that just mask bad odors. Lysol Laundry Sanitizer kills the odor causing bacteria that laundry detergents alone can leave behind, even in cold water! Can be used in standard and HE machines. ODOR ELIMINATOR FOR STRONG ODOR: Say goodbye to stubborn odors with Lysol Laundry Sanitizer, an advanced formula designed to act as an effective odor eliminator for even the toughest smells, leaving your clothes smelling fresh after every wash. HOUSEHOLD ESSENTIALS & CLEANING SUPPLIES: Lysol is a leader in disinfection. Shop our range of household cleaning supplies including disinfectant wipes, toilet bowl cleaners, air sanitizers, and disinfectant sprays. The best protection is prevention! ***Kills 99.9% of Staphylococcus aureus and Klebsiella pneumonia on laundry."}], "product_quantity": [{"quantity": "1 "}, {"quantity": "1"}], "promotion_items": [{"title": "Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 90 Fl Oz", "asin": "B01N6BP63M", "price": "$12.97", "quantity": ""}, {"title": "Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible", "asin": "B085V5PPP8", "price": "$12.97", "quantity": ""}, {"title": "Lysol Laundry Sanitizer Additive, Free & Clear, Free from Fragrance and Dyes, 0% Bleach Laundry Sanitizer, Bacteria-causing Laundry Odor Eliminator, Unscented, 90 Fl Oz (Pack of 1) - Package May Vary", "asin": "B07XR3C87P", "price": "$12.97", "quantity": ""}, {"title": "Lume Laundry Stink Eraser - Detergent Booster & Sink Soak - Eliminates Body Odor In Clothes - Odor Blasting Enzyme Blend - Makes Your Detergent Work Better - Free And Clear - 8 fluid ounces (2 Pack)", "asin": "B099H2JPZG", "price": "$29.98", "quantity": ""}, {"title": "Tide Free & Gentle Liquid Laundry Detergent, 100 Loads, 132 fl oz, Tide Laundry Detergent, Clean Laundry Detergent", "asin": "B0BNWF3PGX", "price": "$19.94", "quantity": ""}, {"title": "Downy Rinse & Refresh Laundry Odor Remover And Fabric Softener, Cool Cotton, 48 Fl Oz, HE Compatible Laundry Sanitizer, Safe On All Fabrics, Downy Fabric Softener, Liquid Fabric Softener", "asin": "B0B83T9H8C", "price": "$12.97", "quantity": ""}, {"title": "Seventh Generation Concentrated Laundry Detergent Liquid Free & Clear Fragrance Free 40 oz", "asin": "B07FVX9Z9H", "price": "$14.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-06T20:22:15.929Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-06T20:22:15.929Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-06T20:22:15.929Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>", "index": 2756, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 41 Fl Oz Liquid\", \"asin\": \"B01NBFHFZN\", \"price\": \"$6.97\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B01NBFHFZN\"},\n{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 41 Fl Oz Liquid\"},\n{\"price\": \"$6.62\"},\n{\"bullet_list\": \"LAUNDRY DETERGENT ADDITIVE: Add Lysol Laundry Sanitizer to every wash, in the fabric softener drawer, to sanitize and deodorize smelly laundry. Lysol Laundry Sanitizer kills many bad odors that detergents leave behind. COLOR SAFE BLEACH ALTERNATIVE: Lysol Laundry Sanitizer is a bleach alternative that effectively kills 99.9% of bacteria***, without the harshness of bleach. It's gentle on fabrics, effective in cold water, and is safe to use on colors and whites. LYSOL LAUNDRY SANITIZER: Better than in-wash scent boosters that just mask bad odors. Lysol Laundry Sanitizer kills the odor causing bacteria that laundry detergents alone can leave behind, even in cold water! Can be used in standard and HE machines. ODOR ELIMINATOR FOR STRONG ODOR: Say goodbye to stubborn odors with Lysol Laundry Sanitizer, an advanced formula designed to act as an effective odor eliminator for even the toughest smells, leaving your clothes smelling fresh after every wash. HOUSEHOLD ESSENTIALS & CLEANING SUPPLIES: Lysol is a leader in disinfection. Shop our range of household cleaning supplies including disinfectant wipes, toilet bowl cleaners, air sanitizers, and disinfectant sprays. The best protection is prevention! ***Kills 99.9% of Staphylococcus aureus and Klebsiella pneumonia on laundry.\"}],\n\"product_quantity\": [{\"quantity\": \"1 \"},\n{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 90 Fl Oz\", \"asin\": \"B01N6BP63M\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible\", \"asin\": \"B085V5PPP8\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Lysol Laundry Sanitizer Additive, Free & Clear, Free from Fragrance and Dyes, 0% Bleach Laundry Sanitizer, Bacteria-causing Laundry Odor Eliminator, Unscented, 90 Fl Oz (Pack of 1) - Package May Vary\", \"asin\": \"B07XR3C87P\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Lume Laundry Stink Eraser - Detergent Booster & Sink Soak - Eliminates Body Odor In Clothes - Odor Blasting Enzyme Blend - Makes Your Detergent Work Better - Free And Clear - 8 fluid ounces (2 Pack)\", \"asin\": \"B099H2JPZG\", \"price\": \"$29.98\", \"quantity\": \"\"},\n{\"title\": \"Tide Free & Gentle Liquid Laundry Detergent, 100 Loads, 132 fl oz, Tide Laundry Detergent, Clean Laundry Detergent\", \"asin\": \"B0BNWF3PGX\", \"price\": \"$19.94\", \"quantity\": \"\"},\n{\"title\": \"Downy Rinse & Refresh Laundry Odor Remover And Fabric Softener, Cool Cotton, 48 Fl Oz, HE Compatible Laundry Sanitizer, Safe On All Fabrics, Downy Fabric Softener, Liquid Fabric Softener\", \"asin\": \"B0B83T9H8C\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Seventh Generation Concentrated Laundry Detergent Liquid Free & Clear Fragrance Free 40 oz\", \"asin\": \"B07FVX9Z9H\", \"price\": \"$14.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T20:22:15.929Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"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\": \"Bounce Dryer Sheets Laundry Fabric Softener, Outdoor Fresh Scent, 240 Count\", \"asin\": \"B003FULBQ4\", \"price\": \"$8.24\", \"quantity\": \"\"},\n{\"title\": \"OxiClean Odor Blasters Versatile Odor and Stain Remover Powder, 5 lb\", \"asin\": \"B01BUNHFAS\", \"price\": \"$11.78\", \"quantity\": \"\"},\n{\"title\": \"Snuggle Dryer Sheets, Long Lasting Fresh and Clean Scent, Laundry Fabric Softener, Control Static, Reduce Wrinkles, HE Safe, 200 Count\", \"asin\": \"B00C27Y7GW\", \"price\": \"$6.97\", \"quantity\": \"\"},\n{\"title\": \"Bounce Dryer Sheets Laundry Fabric Softener, Outdoor Fresh Scent, 120 Count\", \"asin\": \"B0014EAPHO\", \"price\": \"$5.08\", \"quantity\": \"\"},\n{\"title\": \"Downy Rinse & Refresh Laundry Odor Remover And Fabric Softener, Cool Cotton, 48 Fl Oz, HE Compatible Laundry Sanitizer, Safe On All Fabrics, Downy Fabric Softener, Liquid Fabric Softener\", \"asin\": \"B0B83T9H8C\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Downy Fabric Softener Liquid, April Fresh Scent, 44 fl oz, 60 Loads\", \"asin\": \"B0CCK3WPR7\", \"price\": \"$4.97\", \"quantity\": \"\"},\n{\"title\": \"Downy Fabric Softener Liquid, Clean Breeze Scent, 44 fl oz, 60 Loads\", \"asin\": \"B0CCK45S6B\", \"price\": \"$4.97\", \"quantity\": \"\"},\n{\"title\": \"Charmin Ultra Soft Toilet Paper 6 Mega Rolls, 224 Sheets Per Roll, 1.5 pounds\", \"asin\": \"B0CDZJ9JJC\", \"price\": \"$7.97\", \"quantity\": \"\"},\n{\"title\": \"Tide Ultra Oxi Liquid Laundry Detergent, HE Compatible, 59 Loads, 84 fl oz, Tide Laundry Detergent, Laundry Detergent Liquid (Packaging May Vary)\", \"asin\": \"B07B6B1KQ5\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Clorox Disinfecting Wipes Value Pack, Household Essentials, 75 Count, Pack of 3 (Package May Vary)\", \"asin\": \"B00HSC9F2C\", \"price\": \"$11.48\", \"quantity\": \"\"},\n{\"title\": \"Downy Ultra Soft Fabric Softener Liquid, Calm, Lavender and Vanilla Bean, 56 fl oz, 83 Loads\", \"asin\": \"B0D68HMJLL\", \"price\": \"$7.97\", \"quantity\": \"\"},\n{\"title\": \"Hefty, Flap Tie Trash Garbage Bags, 26 Count, Tropical Paradise, 26 Count\", \"asin\": \"B01NAP6KP3\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Arm & Hammer Clean Scentsations in-Wash Scent Booster - Clean Meadow 24 Oz\", \"asin\": \"B07Z8MC8Q6\", \"price\": \"$5.48\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B099H2JPZG\", \"price\": \"$29.98\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07C2BM2LP\", \"price\": \"$25.87\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DP1HGG66\", \"price\": \"$56.88\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07X7HSJP6\", \"price\": \"$109.88\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B085V5PPP8\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B014RDE7HM\", \"price\": \"$36.97\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07XVCBP61\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ4Q\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"The Only Academic Phrasebook You'll Ever Need: 600 Examples of Academic Language\", \"asin\": \"1539527751\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 XL Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ8M\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"The Craft of Research, Fifth Edition (Chicago Guides to Writing, Editing, and Publishing)\", \"asin\": \"0226826678\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"How to Write a Lot: A Practical Guide to Productive Academic Writing (2018 New Edition) (APA LifeTools Series)\", \"asin\": \"1433829738\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"myCartridge SUPRINT 245XL Ink Cartridge PG-245 CL-246 Replacement for Canon Ink 245 and 246 Compatible for Canon 245XL 246XL Combo Pack for Pixma MG2522 TS3122 TS3322 MX490 TR4520 Printer 245 Ink\", \"asin\": \"B08J3NY6QV\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"A Manual for Writers of Research Papers, Theses, and Dissertations, Ninth Edition: Chicago Style for Students and Researchers (Chicago Guides to Writing, Editing, and Publishing)\", \"asin\": \"022643057X\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Canon PIXMA TR4720 All-in-One Wireless Printer, Home Use with Auto Document Feeder, Mobile Printing and Built-in Fax, Black\", \"asin\": \"B09CDXKNB9\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Relcolor Compatible Ink Cartridge Replacement for Canon 245XL 246XL (Black Color 2 Pack) 245 246 XL PG245 CL246 MX490 MG2522 MX492 TR4520 TR4500 MG2520 TS3300 TS3322 MG2525 TR4522 TS3100 TS3122 TS3320\", \"asin\": \"B0BB6893LL\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"The Literature Review: Six Steps to Success\", \"asin\": \"1071852906\", \"price\": \"$39.16\", \"quantity\": \"\"},\n{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"KTC 24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 25\\\" Odyssey G4 Series FHD Gaming Monitor, IPS, 240Hz, 1ms, G-Sync Compatible, AMD FreeSync Premium, HDR10, Ultrawide \", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Stardrops - The Pink Stuff - The Miracle All Purpose Cleaning Paste\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kleenex Trusted Care Facial Tissues, 8 Flat Boxes, 200 Tissues per Box, 2-Ply, Packaging May Vary\", \"asin\": \"\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 41 Fl Oz Liquid\", \"asin\": \"B01NBFHFZN\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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\": \"2025-04-06T20:22:33.820Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-06T20:22:33.820Z
purchase
B01NBFHFZN
rule
train
2,757
2025-04-06T20:22:33.820Z
purchase
B01NBFHFZN
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "promotion_items": [{"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "quantity": ""}, {"title": "Bounce Dryer Sheets Laundry Fabric Softener, Outdoor Fresh Scent, 240 Count", "asin": "B003FULBQ4", "price": "$8.24", "quantity": ""}, {"title": "OxiClean Odor Blasters Versatile Odor and Stain Remover Powder, 5 lb", "asin": "B01BUNHFAS", "price": "$11.78", "quantity": ""}, {"title": "Snuggle Dryer Sheets, Long Lasting Fresh and Clean Scent, Laundry Fabric Softener, Control Static, Reduce Wrinkles, HE Safe, 200 Count", "asin": "B00C27Y7GW", "price": "$6.97", "quantity": ""}, {"title": "Bounce Dryer Sheets Laundry Fabric Softener, Outdoor Fresh Scent, 120 Count", "asin": "B0014EAPHO", "price": "$5.08", "quantity": ""}, {"title": "Downy Rinse & Refresh Laundry Odor Remover And Fabric Softener, Cool Cotton, 48 Fl Oz, HE Compatible Laundry Sanitizer, Safe On All Fabrics, Downy Fabric Softener, Liquid Fabric Softener", "asin": "B0B83T9H8C", "price": "$12.97", "quantity": ""}, {"title": "Downy Fabric Softener Liquid, April Fresh Scent, 44 fl oz, 60 Loads", "asin": "B0CCK3WPR7", "price": "$4.97", "quantity": ""}, {"title": "Downy Fabric Softener Liquid, Clean Breeze Scent, 44 fl oz, 60 Loads", "asin": "B0CCK45S6B", "price": "$4.97", "quantity": ""}, {"title": "Charmin Ultra Soft Toilet Paper 6 Mega Rolls, 224 Sheets Per Roll, 1.5 pounds", "asin": "B0CDZJ9JJC", "price": "$7.97", "quantity": ""}, {"title": "Tide Ultra Oxi Liquid Laundry Detergent, HE Compatible, 59 Loads, 84 fl oz, Tide Laundry Detergent, Laundry Detergent Liquid (Packaging May Vary)", "asin": "B07B6B1KQ5", "price": "$12.97", "quantity": ""}, {"title": "Clorox Disinfecting Wipes Value Pack, Household Essentials, 75 Count, Pack of 3 (Package May Vary)", "asin": "B00HSC9F2C", "price": "$11.48", "quantity": ""}, {"title": "Downy Ultra Soft Fabric Softener Liquid, Calm, Lavender and Vanilla Bean, 56 fl oz, 83 Loads", "asin": "B0D68HMJLL", "price": "$7.97", "quantity": ""}, {"title": "Hefty, Flap Tie Trash Garbage Bags, 26 Count, Tropical Paradise, 26 Count", "asin": "B01NAP6KP3", "price": "$5.99", "quantity": ""}, {"title": "Arm & Hammer Clean Scentsations in-Wash Scent Booster - Clean Meadow 24 Oz", "asin": "B07Z8MC8Q6", "price": "$5.48", "quantity": ""}, {"title": "", "asin": "B099H2JPZG", "price": "$29.98", "quantity": ""}, {"title": "", "asin": "B07C2BM2LP", "price": "$25.87", "quantity": ""}, {"title": "", "asin": "B0DP1HGG66", "price": "$56.88", "quantity": ""}, {"title": "", "asin": "B07X7HSJP6", "price": "$109.88", "quantity": ""}, {"title": "", "asin": "B085V5PPP8", "price": "$12.97", "quantity": ""}, {"title": "", "asin": "B014RDE7HM", "price": "$36.97", "quantity": ""}, {"title": "", "asin": "B07XVCBP61", "price": "$41.99", "quantity": ""}, {"title": "Canon PG-245 Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320", "asin": "B00E58RQ4Q", "price": "$20.99", "quantity": ""}, {"title": "The Only Academic Phrasebook You'll Ever Need: 600 Examples of Academic Language", "asin": "1539527751", "price": "$11.99", "quantity": ""}, {"title": "Canon PG-245 XL Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320", "asin": "B00E58RQ8M", "price": "$29.00", "quantity": ""}, {"title": "The Craft of Research, Fifth Edition (Chicago Guides to Writing, Editing, and Publishing)", "asin": "0226826678", "price": "$16.99", "quantity": ""}, {"title": "How to Write a Lot: A Practical Guide to Productive Academic Writing (2018 New Edition) (APA LifeTools Series)", "asin": "1433829738", "price": "$21.99", "quantity": ""}, {"title": "myCartridge SUPRINT 245XL Ink Cartridge PG-245 CL-246 Replacement for Canon Ink 245 and 246 Compatible for Canon 245XL 246XL Combo Pack for Pixma MG2522 TS3122 TS3322 MX490 TR4520 Printer 245 Ink", "asin": "B08J3NY6QV", "price": "$29.99", "quantity": ""}, {"title": "A Manual for Writers of Research Papers, Theses, and Dissertations, Ninth Edition: Chicago Style for Students and Researchers (Chicago Guides to Writing, Editing, and Publishing)", "asin": "022643057X", "price": "$15.99", "quantity": ""}, {"title": "Canon PIXMA TR4720 All-in-One Wireless Printer, Home Use with Auto Document Feeder, Mobile Printing and Built-in Fax, Black", "asin": "B09CDXKNB9", "price": "$69.99", "quantity": ""}, {"title": "Relcolor Compatible Ink Cartridge Replacement for Canon 245XL 246XL (Black Color 2 Pack) 245 246 XL PG245 CL246 MX490 MG2522 MX492 TR4520 TR4500 MG2520 TS3300 TS3322 MG2525 TR4522 TS3100 TS3122 TS3320", "asin": "B0BB6893LL", "price": "$30.99", "quantity": ""}, {"title": "The Literature Review: Six Steps to Success", "asin": "1071852906", "price": "$39.16", "quantity": ""}, {"title": "Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor", "asin": "", "quantity": ""}, {"title": "Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible", "asin": "", "quantity": ""}, {"title": "KTC 24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync", "asin": "", "quantity": ""}, {"title": "SAMSUNG 25\" Odyssey G4 Series FHD Gaming Monitor, IPS, 240Hz, 1ms, G-Sync Compatible, AMD FreeSync Premium, HDR10, Ultrawide ", "asin": "", "quantity": ""}, {"title": "Stardrops - The Pink Stuff - The Miracle All Purpose Cleaning Paste", "asin": "", "quantity": ""}, {"title": "Kleenex Trusted Care Facial Tissues, 8 Flat Boxes, 200 Tissues per Box, 2-Ply, Packaging May Vary", "asin": "", "quantity": ""}], "active_items": [{"title": "Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 41 Fl Oz Liquid", "asin": "B01NBFHFZN", "delivery": "One-Day FREE delivery Tomorrow, Apr 7 FREE Returns", "quantity": "1", "selected": true, "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": "2025-04-06T20:22:33.820Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-06T20:22:33.820Z\",\"action\": \"purchase\",\"acion_argument\": \"B01NBFHFZN\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-06T20:22:33.820Z\",\"action\": \"purchase\",\"acion_argument\": \"B01NBFHFZN\",}</answer>", "index": 2757, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"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\": \"Bounce Dryer Sheets Laundry Fabric Softener, Outdoor Fresh Scent, 240 Count\", \"asin\": \"B003FULBQ4\", \"price\": \"$8.24\", \"quantity\": \"\"},\n{\"title\": \"OxiClean Odor Blasters Versatile Odor and Stain Remover Powder, 5 lb\", \"asin\": \"B01BUNHFAS\", \"price\": \"$11.78\", \"quantity\": \"\"},\n{\"title\": \"Snuggle Dryer Sheets, Long Lasting Fresh and Clean Scent, Laundry Fabric Softener, Control Static, Reduce Wrinkles, HE Safe, 200 Count\", \"asin\": \"B00C27Y7GW\", \"price\": \"$6.97\", \"quantity\": \"\"},\n{\"title\": \"Bounce Dryer Sheets Laundry Fabric Softener, Outdoor Fresh Scent, 120 Count\", \"asin\": \"B0014EAPHO\", \"price\": \"$5.08\", \"quantity\": \"\"},\n{\"title\": \"Downy Rinse & Refresh Laundry Odor Remover And Fabric Softener, Cool Cotton, 48 Fl Oz, HE Compatible Laundry Sanitizer, Safe On All Fabrics, Downy Fabric Softener, Liquid Fabric Softener\", \"asin\": \"B0B83T9H8C\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Downy Fabric Softener Liquid, April Fresh Scent, 44 fl oz, 60 Loads\", \"asin\": \"B0CCK3WPR7\", \"price\": \"$4.97\", \"quantity\": \"\"},\n{\"title\": \"Downy Fabric Softener Liquid, Clean Breeze Scent, 44 fl oz, 60 Loads\", \"asin\": \"B0CCK45S6B\", \"price\": \"$4.97\", \"quantity\": \"\"},\n{\"title\": \"Charmin Ultra Soft Toilet Paper 6 Mega Rolls, 224 Sheets Per Roll, 1.5 pounds\", \"asin\": \"B0CDZJ9JJC\", \"price\": \"$7.97\", \"quantity\": \"\"},\n{\"title\": \"Tide Ultra Oxi Liquid Laundry Detergent, HE Compatible, 59 Loads, 84 fl oz, Tide Laundry Detergent, Laundry Detergent Liquid (Packaging May Vary)\", \"asin\": \"B07B6B1KQ5\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Clorox Disinfecting Wipes Value Pack, Household Essentials, 75 Count, Pack of 3 (Package May Vary)\", \"asin\": \"B00HSC9F2C\", \"price\": \"$11.48\", \"quantity\": \"\"},\n{\"title\": \"Downy Ultra Soft Fabric Softener Liquid, Calm, Lavender and Vanilla Bean, 56 fl oz, 83 Loads\", \"asin\": \"B0D68HMJLL\", \"price\": \"$7.97\", \"quantity\": \"\"},\n{\"title\": \"Hefty, Flap Tie Trash Garbage Bags, 26 Count, Tropical Paradise, 26 Count\", \"asin\": \"B01NAP6KP3\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Arm & Hammer Clean Scentsations in-Wash Scent Booster - Clean Meadow 24 Oz\", \"asin\": \"B07Z8MC8Q6\", \"price\": \"$5.48\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B099H2JPZG\", \"price\": \"$29.98\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07C2BM2LP\", \"price\": \"$25.87\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DP1HGG66\", \"price\": \"$56.88\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07X7HSJP6\", \"price\": \"$109.88\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B085V5PPP8\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B014RDE7HM\", \"price\": \"$36.97\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07XVCBP61\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ4Q\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"The Only Academic Phrasebook You'll Ever Need: 600 Examples of Academic Language\", \"asin\": \"1539527751\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 XL Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ8M\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"The Craft of Research, Fifth Edition (Chicago Guides to Writing, Editing, and Publishing)\", \"asin\": \"0226826678\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"How to Write a Lot: A Practical Guide to Productive Academic Writing (2018 New Edition) (APA LifeTools Series)\", \"asin\": \"1433829738\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"myCartridge SUPRINT 245XL Ink Cartridge PG-245 CL-246 Replacement for Canon Ink 245 and 246 Compatible for Canon 245XL 246XL Combo Pack for Pixma MG2522 TS3122 TS3322 MX490 TR4520 Printer 245 Ink\", \"asin\": \"B08J3NY6QV\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"A Manual for Writers of Research Papers, Theses, and Dissertations, Ninth Edition: Chicago Style for Students and Researchers (Chicago Guides to Writing, Editing, and Publishing)\", \"asin\": \"022643057X\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Canon PIXMA TR4720 All-in-One Wireless Printer, Home Use with Auto Document Feeder, Mobile Printing and Built-in Fax, Black\", \"asin\": \"B09CDXKNB9\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Relcolor Compatible Ink Cartridge Replacement for Canon 245XL 246XL (Black Color 2 Pack) 245 246 XL PG245 CL246 MX490 MG2522 MX492 TR4520 TR4500 MG2520 TS3300 TS3322 MG2525 TR4522 TS3100 TS3122 TS3320\", \"asin\": \"B0BB6893LL\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"The Literature Review: Six Steps to Success\", \"asin\": \"1071852906\", \"price\": \"$39.16\", \"quantity\": \"\"},\n{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Tide Liquid Laundry Detergent, Original, 64 loads, 84 fl oz, HE Compatible\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"KTC 24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG 25\\\" Odyssey G4 Series FHD Gaming Monitor, IPS, 240Hz, 1ms, G-Sync Compatible, AMD FreeSync Premium, HDR10, Ultrawide \", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Stardrops - The Pink Stuff - The Miracle All Purpose Cleaning Paste\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kleenex Trusted Care Facial Tissues, 8 Flat Boxes, 200 Tissues per Box, 2-Ply, Packaging May Vary\", \"asin\": \"\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Lysol Disinfectant Laundry Sanitizer & Scent Booster, Laundry Detergent Additive, Color Safe Bleach Alternative, Laundry Odor Eliminator, Kills Bacteria & Viruses, Crisp Linen Scent, 41 Fl Oz Liquid\", \"asin\": \"B01NBFHFZN\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"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\": \"2025-04-06T20:22:33.820Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B0D4P8XBD3\"},\n{\"title\": \"24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync, HDMI2.0/DP/Earphone for Gaming and Office Working H24T27\"},\n{\"price\": \"$119.99\"},\n{\"bullet_list\": \"[Crysyal-clean Visuals with QHD Display] With 2K high resolution, this 24 inch 1440P computer monitor unparalleled picture quality and breathtaking sharpness. Elevate your viewing with our cutting-edge QHD display. This computer monitor makes every moment come to life with our QHD display [Ultra-smooth 100Hz Refresh Rate] See every detail in stunning clarity. With support for FreeSync and G-Sync, this monitor eliminates screen tearing for a fluid gaming experience. This flat monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Frameless Bezel Display] Maximize your productivity with our narrow bezel and VESA Campatible display \\u2013 perfect for multi-screen work setups! Seamlessly connect multiple proart monitors for a truly immersive and efficient work experience. [Experience True Color Excellence] Boasting a 122% High Color Gamut and 178\\u00b0 wide viewing angle, IPS panel delivers stunning color accuracy and consistency. This monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Protect Your Eyes with Anti-Blue Light Technology] KTC monitor features an Anti-Blue Light Screen to reduce eye strain during prolonged use. Stay comfortable and focused during extended gaming sessions or work hours, without compromising on visual quality.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 inch\"},\n{\"Style\": \"QHD 24'' 100Hz\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T07:33:10.826Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T07:33:10.826Z
click
search
rule
train
2,758
2025-04-08T07:33:10.826Z
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": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "product_details": [{"asin": "B0D4P8XBD3"}, {"title": "24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync, HDMI2.0/DP/Earphone for Gaming and Office Working H24T27"}, {"price": "$119.99"}, {"bullet_list": "[Crysyal-clean Visuals with QHD Display] With 2K high resolution, this 24 inch 1440P computer monitor unparalleled picture quality and breathtaking sharpness. Elevate your viewing with our cutting-edge QHD display. This computer monitor makes every moment come to life with our QHD display [Ultra-smooth 100Hz Refresh Rate] See every detail in stunning clarity. With support for FreeSync and G-Sync, this monitor eliminates screen tearing for a fluid gaming experience. This flat monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Frameless Bezel Display] Maximize your productivity with our narrow bezel and VESA Campatible display \u2013 perfect for multi-screen work setups! Seamlessly connect multiple proart monitors for a truly immersive and efficient work experience. [Experience True Color Excellence] Boasting a 122% High Color Gamut and 178\u00b0 wide viewing angle, IPS panel delivers stunning color accuracy and consistency. This monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Protect Your Eyes with Anti-Blue Light Technology] KTC monitor features an Anti-Blue Light Screen to reduce eye strain during prolonged use. Stay comfortable and focused during extended gaming sessions or work hours, without compromising on visual quality."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "24 inch"}, {"Style": "QHD 24'' 100Hz"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T07:33:10.826Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-08T07:33:10.826Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T07:33:10.826Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2758, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B0D4P8XBD3\"},\n{\"title\": \"24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync, HDMI2.0/DP/Earphone for Gaming and Office Working H24T27\"},\n{\"price\": \"$119.99\"},\n{\"bullet_list\": \"[Crysyal-clean Visuals with QHD Display] With 2K high resolution, this 24 inch 1440P computer monitor unparalleled picture quality and breathtaking sharpness. Elevate your viewing with our cutting-edge QHD display. This computer monitor makes every moment come to life with our QHD display [Ultra-smooth 100Hz Refresh Rate] See every detail in stunning clarity. With support for FreeSync and G-Sync, this monitor eliminates screen tearing for a fluid gaming experience. This flat monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Frameless Bezel Display] Maximize your productivity with our narrow bezel and VESA Campatible display \\u2013 perfect for multi-screen work setups! Seamlessly connect multiple proart monitors for a truly immersive and efficient work experience. [Experience True Color Excellence] Boasting a 122% High Color Gamut and 178\\u00b0 wide viewing angle, IPS panel delivers stunning color accuracy and consistency. This monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Protect Your Eyes with Anti-Blue Light Technology] KTC monitor features an Anti-Blue Light Screen to reduce eye strain during prolonged use. Stay comfortable and focused during extended gaming sessions or work hours, without compromising on visual quality.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 inch\"},\n{\"Style\": \"QHD 24'' 100Hz\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T07:33:10.826Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"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\": \"cast iron skillet\"}],\n\"product_details\": [{\"asin\": \"B0D4P8XBD3\"},\n{\"title\": \"24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync, HDMI2.0/DP/Earphone for Gaming and Office Working H24T27\"},\n{\"price\": \"$119.99\"},\n{\"bullet_list\": \"[Crysyal-clean Visuals with QHD Display] With 2K high resolution, this 24 inch 1440P computer monitor unparalleled picture quality and breathtaking sharpness. Elevate your viewing with our cutting-edge QHD display. This computer monitor makes every moment come to life with our QHD display [Ultra-smooth 100Hz Refresh Rate] See every detail in stunning clarity. With support for FreeSync and G-Sync, this monitor eliminates screen tearing for a fluid gaming experience. This flat monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Frameless Bezel Display] Maximize your productivity with our narrow bezel and VESA Campatible display \\u2013 perfect for multi-screen work setups! Seamlessly connect multiple proart monitors for a truly immersive and efficient work experience. [Experience True Color Excellence] Boasting a 122% High Color Gamut and 178\\u00b0 wide viewing angle, IPS panel delivers stunning color accuracy and consistency. This monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Protect Your Eyes with Anti-Blue Light Technology] KTC monitor features an Anti-Blue Light Screen to reduce eye strain during prolonged use. Stay comfortable and focused during extended gaming sessions or work hours, without compromising on visual quality.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 inch\"},\n{\"Style\": \"QHD 24'' 100Hz\"}],\n\"promotion_items\": [{\"title\": \"KTC 27 Inch QHD Computer Monitor, 2K 100Hz IPS Gaming Monitor, 1440P Frameless Eye Care PC Office Monitor with HDMI/DP, FreeSync & G-Sync, HDR10, VESA, Tilt Adjustable\", \"asin\": \"B0D3PKPZCK\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"KTC 24.5'' Gaming Monitor 180Hz FHD,Fast IPS 1080P 1 ms, 128% sRGB HDR10,Freesync HDMI x 2 /DP x 1 VESA Tilt Adjustable Xbox PS5 Switch (HDMI Cable Included)\", \"asin\": \"B0D5QCDZ4X\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"acer KB272 G0bi 27\\\" IPS Full HD (1920 x 1080) Gaming Office Monitor | Adaptive-Sync Support (FreeSync Compatible) | Up to 120Hz Refresh | 1ms (VRB) | sRGB 99% | Tilt | HDMI & VGA Ports\", \"asin\": \"B0D9MK23S7\", \"price\": \"$104.99\", \"quantity\": \"\"},\n{\"title\": \"KTC 24 Inch FHD 1080P 100Hz Computer Monitor, VA Panel FreeSync PC Gaming Monitor, HDMI VGA Ports, HDR, 4000\\uff1a1 Contrast, LowBlue Mode, Ergonomic Tilt Eye Care for Home Office\", \"asin\": \"B0DRCXZN53\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"Dell S2425HS Monitor - 23.8 Inch, FHD (1920x1080) Display, 100Hz Refresh Rate 1500:1 Contrast Ratio, T\\u00dcV Rheinland Eye Comfort 4 Star, Integrated 2x5W Speaker, Height/Tilt/Swivel/Pivot - Ash White\", \"asin\": \"B0CZ1RTYQY\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"SANSUI Monitor 24 Inch 100Hz PC Monitor, HDMI VGA Ports VESA Mount, FHD Computer Monitor Ultra-Slim Ergonomic Tilt Eye Care for Home Office (ES-24F2, HDMI Cable Included)\", \"asin\": \"B0B17KHCQN\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"27 Inch Monitor, 1080P Ultra Wide FHD Frameless Computer Monitor 100Hz, 1ms, 99% sRGB, Low Blue Light, HDMI VGA Home Office Gamer Monitor, Desk Wall Mouted VESA, Dual Speakers, Tilt Adjustable, Black\", \"asin\": \"B0DFY9FJFS\", \"price\": \"$89.98\", \"quantity\": \"\"},\n{\"title\": \"24 Inch QHD 2560x1440 IPS Computer Monitor, 100Hz Zero-Frame 2K Gaming Office Monit...\", \"asin\": \"B0D6W5WKNX\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"27 Inch QHD(2560 * 1440) 100Hz Computer Monitor - IPS Panel, Anti-Blue Light Screen...\", \"asin\": \"B0D4QVHWPJ\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Dell S2425HS Monitor - 23.8 Inch, FHD (1920x1080) Display, 100Hz Refresh Rate 1500:1 Contrast Ratio, T\\u00dcV Rheinland Eye Comfort 4 Star, Integrated 2x5W Speaker, Height/Tilt/Swivel/Pivot - Ash White\", \"asin\": \"B0CZ1RTYQY\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"23.8 Inch PC Gaming Monitor QHD 2560x1440 2K 100Hz, 2ms, Built-in Speakers, HDR, 99% sRGB IPS LED Computer Screen with HDMI/DP Ports, AMD FreeSync Compatible, VESA Supports, Black\", \"asin\": \"B0DDSZF9H6\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"24 Inch FHD 1080P 100Hz Computer Monitor, VA Panel FreeSync PC Gaming Monitor, HDMI...\", \"asin\": \"B0DRCXZN53\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"SANSUI Monitor 24 Inch 100Hz PC Monitor, HDMI VGA Ports VESA Mount, FHD Computer Monitor Ultra-Slim Ergonomic Tilt Eye Care for Home Office (ES-24F2, HDMI Cable Included)\", \"asin\": \"B0B17KHCQN\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Xiaomi A24i 24 inch Monitor, 100Hz high Refresh Rate, IPS Hard Screen, 7.5mm Ultra-Slim Body, 1080p FHD Resolution, \\u2206\\u0415<2 Factory Color Calibration for Each Screen, DP 1.4 Supported and Easy mounting\", \"asin\": \"B0D1W426NX\", \"price\": \"$94.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KTC 24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync, HDMI2.0/DP/Earphone for Gaming and Office Working H24T27\", \"asin\": \"B0D4P8XBD3\", \"price\": \"$119.99\"},\n{\"title\": \"KTC 32Inch 240Hz Curved Gaming Monitor, 1000R VA, QHD(2560x1440p), 4000:1 Contrast, Support FreeSync GSync, HDMI2.0(144hz)/DP1.4(240hz)/Earphone, Tilt, Xbox PS5 Switch, 2K Computer Monitor for Gamer\", \"asin\": \"B0D5QFL6ZL\", \"price\": \"$319.99\"},\n{\"title\": \"KTC 24 Inch 180Hz/190Hz Gaming Monitor, FHD PC Computer Monitor with Fast IPS Panel, HDR400, 133% sRGB, Bluelight Filter, 2 HDMI & 1 DP Port, Compatible Freesync and Wall Mountable, H24F8\", \"asin\": \"B0DSK7XB46\", \"price\": \"$99.99\"},\n{\"title\": \"Viewedge 27 inch Monitor with 2K 2560 x 1440 IPS Panel 75hz | Computer Monitor 27 inch QHD with HDMI, DP and Wall Mountable | Eye Protection PC 1440p Monitor for Working and Gaming\", \"asin\": \"B0BKVN4LKV\", \"price\": \"$109.99\"},\n{\"title\": \"KOORUI 27 Inch QHD (2560x1440) IPS Ultra-Thin Computer Gaming Monitor, 100Hz Refresh Rate, DCI-P3 95%, FreeSync & G-Sync, 1ms MPRT, HDR10, VESA 100x100mm, Tilt Adjustable for Game and Work\", \"asin\": \"B0DRD31TL2\", \"price\": \"$139.99\"},\n{\"title\": \"23.8 Inch PC Gaming Monitor QHD 2560x1440 2K 100Hz, 2ms, Built-in Speakers, HDR, 99% sRGB IPS LED Computer Screen with HDMI/DP Ports, AMD FreeSync Compatible, VESA Supports, Black\", \"asin\": \"B0DDSZF9H6\", \"price\": \"$99.99\"}]\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\": \"2025-04-08T07:33:16.243Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T07:33:16.243Z
click
search
rule
train
2,759
2025-04-08T07:33:16.243Z
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": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T07:33:10.826Z", "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": "cast iron skillet"}], "product_details": [{"asin": "B0D4P8XBD3"}, {"title": "24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync, HDMI2.0/DP/Earphone for Gaming and Office Working H24T27"}, {"price": "$119.99"}, {"bullet_list": "[Crysyal-clean Visuals with QHD Display] With 2K high resolution, this 24 inch 1440P computer monitor unparalleled picture quality and breathtaking sharpness. Elevate your viewing with our cutting-edge QHD display. This computer monitor makes every moment come to life with our QHD display [Ultra-smooth 100Hz Refresh Rate] See every detail in stunning clarity. With support for FreeSync and G-Sync, this monitor eliminates screen tearing for a fluid gaming experience. This flat monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Frameless Bezel Display] Maximize your productivity with our narrow bezel and VESA Campatible display \u2013 perfect for multi-screen work setups! Seamlessly connect multiple proart monitors for a truly immersive and efficient work experience. [Experience True Color Excellence] Boasting a 122% High Color Gamut and 178\u00b0 wide viewing angle, IPS panel delivers stunning color accuracy and consistency. This monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Protect Your Eyes with Anti-Blue Light Technology] KTC monitor features an Anti-Blue Light Screen to reduce eye strain during prolonged use. Stay comfortable and focused during extended gaming sessions or work hours, without compromising on visual quality."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "24 inch"}, {"Style": "QHD 24'' 100Hz"}], "promotion_items": [{"title": "KTC 27 Inch QHD Computer Monitor, 2K 100Hz IPS Gaming Monitor, 1440P Frameless Eye Care PC Office Monitor with HDMI/DP, FreeSync & G-Sync, HDR10, VESA, Tilt Adjustable", "asin": "B0D3PKPZCK", "price": "$109.99", "quantity": ""}, {"title": "KTC 24.5'' Gaming Monitor 180Hz FHD,Fast IPS 1080P 1 ms, 128% sRGB HDR10,Freesync HDMI x 2 /DP x 1 VESA Tilt Adjustable Xbox PS5 Switch (HDMI Cable Included)", "asin": "B0D5QCDZ4X", "price": "$109.99", "quantity": ""}, {"title": "acer KB272 G0bi 27\" IPS Full HD (1920 x 1080) Gaming Office Monitor | Adaptive-Sync Support (FreeSync Compatible) | Up to 120Hz Refresh | 1ms (VRB) | sRGB 99% | Tilt | HDMI & VGA Ports", "asin": "B0D9MK23S7", "price": "$104.99", "quantity": ""}, {"title": "KTC 24 Inch FHD 1080P 100Hz Computer Monitor, VA Panel FreeSync PC Gaming Monitor, HDMI VGA Ports, HDR, 4000\uff1a1 Contrast, LowBlue Mode, Ergonomic Tilt Eye Care for Home Office", "asin": "B0DRCXZN53", "price": "$84.99", "quantity": ""}, {"title": "Dell S2425HS Monitor - 23.8 Inch, FHD (1920x1080) Display, 100Hz Refresh Rate 1500:1 Contrast Ratio, T\u00dcV Rheinland Eye Comfort 4 Star, Integrated 2x5W Speaker, Height/Tilt/Swivel/Pivot - Ash White", "asin": "B0CZ1RTYQY", "price": "$129.99", "quantity": ""}, {"title": "SANSUI Monitor 24 Inch 100Hz PC Monitor, HDMI VGA Ports VESA Mount, FHD Computer Monitor Ultra-Slim Ergonomic Tilt Eye Care for Home Office (ES-24F2, HDMI Cable Included)", "asin": "B0B17KHCQN", "price": "$79.99", "quantity": ""}, {"title": "27 Inch Monitor, 1080P Ultra Wide FHD Frameless Computer Monitor 100Hz, 1ms, 99% sRGB, Low Blue Light, HDMI VGA Home Office Gamer Monitor, Desk Wall Mouted VESA, Dual Speakers, Tilt Adjustable, Black", "asin": "B0DFY9FJFS", "price": "$89.98", "quantity": ""}, {"title": "24 Inch QHD 2560x1440 IPS Computer Monitor, 100Hz Zero-Frame 2K Gaming Office Monit...", "asin": "B0D6W5WKNX", "price": "$119.99", "quantity": ""}, {"title": "27 Inch QHD(2560 * 1440) 100Hz Computer Monitor - IPS Panel, Anti-Blue Light Screen...", "asin": "B0D4QVHWPJ", "price": "$109.99", "quantity": ""}, {"title": "Dell S2425HS Monitor - 23.8 Inch, FHD (1920x1080) Display, 100Hz Refresh Rate 1500:1 Contrast Ratio, T\u00dcV Rheinland Eye Comfort 4 Star, Integrated 2x5W Speaker, Height/Tilt/Swivel/Pivot - Ash White", "asin": "B0CZ1RTYQY", "price": "$129.99", "quantity": ""}, {"title": "23.8 Inch PC Gaming Monitor QHD 2560x1440 2K 100Hz, 2ms, Built-in Speakers, HDR, 99% sRGB IPS LED Computer Screen with HDMI/DP Ports, AMD FreeSync Compatible, VESA Supports, Black", "asin": "B0DDSZF9H6", "price": "$99.99", "quantity": ""}, {"title": "24 Inch FHD 1080P 100Hz Computer Monitor, VA Panel FreeSync PC Gaming Monitor, HDMI...", "asin": "B0DRCXZN53", "price": "$84.99", "quantity": ""}, {"title": "SANSUI Monitor 24 Inch 100Hz PC Monitor, HDMI VGA Ports VESA Mount, FHD Computer Monitor Ultra-Slim Ergonomic Tilt Eye Care for Home Office (ES-24F2, HDMI Cable Included)", "asin": "B0B17KHCQN", "price": "$79.99", "quantity": ""}, {"title": "Xiaomi A24i 24 inch Monitor, 100Hz high Refresh Rate, IPS Hard Screen, 7.5mm Ultra-Slim Body, 1080p FHD Resolution, \u2206\u0415<2 Factory Color Calibration for Each Screen, DP 1.4 Supported and Easy mounting", "asin": "B0D1W426NX", "price": "$94.99", "quantity": ""}], "comparison_items": [{"title": "KTC 24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync, HDMI2.0/DP/Earphone for Gaming and Office Working H24T27", "asin": "B0D4P8XBD3", "price": "$119.99"}, {"title": "KTC 32Inch 240Hz Curved Gaming Monitor, 1000R VA, QHD(2560x1440p), 4000:1 Contrast, Support FreeSync GSync, HDMI2.0(144hz)/DP1.4(240hz)/Earphone, Tilt, Xbox PS5 Switch, 2K Computer Monitor for Gamer", "asin": "B0D5QFL6ZL", "price": "$319.99"}, {"title": "KTC 24 Inch 180Hz/190Hz Gaming Monitor, FHD PC Computer Monitor with Fast IPS Panel, HDR400, 133% sRGB, Bluelight Filter, 2 HDMI & 1 DP Port, Compatible Freesync and Wall Mountable, H24F8", "asin": "B0DSK7XB46", "price": "$99.99"}, {"title": "Viewedge 27 inch Monitor with 2K 2560 x 1440 IPS Panel 75hz | Computer Monitor 27 inch QHD with HDMI, DP and Wall Mountable | Eye Protection PC 1440p Monitor for Working and Gaming", "asin": "B0BKVN4LKV", "price": "$109.99"}, {"title": "KOORUI 27 Inch QHD (2560x1440) IPS Ultra-Thin Computer Gaming Monitor, 100Hz Refresh Rate, DCI-P3 95%, FreeSync & G-Sync, 1ms MPRT, HDR10, VESA 100x100mm, Tilt Adjustable for Game and Work", "asin": "B0DRD31TL2", "price": "$139.99"}, {"title": "23.8 Inch PC Gaming Monitor QHD 2560x1440 2K 100Hz, 2ms, Built-in Speakers, HDR, 99% sRGB IPS LED Computer Screen with HDMI/DP Ports, AMD FreeSync Compatible, VESA Supports, Black", "asin": "B0DDSZF9H6", "price": "$99.99"}] <|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": "2025-04-08T07:33:16.243Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-08T07:33:16.243Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T07:33:16.243Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2759, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"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\": \"cast iron skillet\"}],\n\"product_details\": [{\"asin\": \"B0D4P8XBD3\"},\n{\"title\": \"24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync, HDMI2.0/DP/Earphone for Gaming and Office Working H24T27\"},\n{\"price\": \"$119.99\"},\n{\"bullet_list\": \"[Crysyal-clean Visuals with QHD Display] With 2K high resolution, this 24 inch 1440P computer monitor unparalleled picture quality and breathtaking sharpness. Elevate your viewing with our cutting-edge QHD display. This computer monitor makes every moment come to life with our QHD display [Ultra-smooth 100Hz Refresh Rate] See every detail in stunning clarity. With support for FreeSync and G-Sync, this monitor eliminates screen tearing for a fluid gaming experience. This flat monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Frameless Bezel Display] Maximize your productivity with our narrow bezel and VESA Campatible display \\u2013 perfect for multi-screen work setups! Seamlessly connect multiple proart monitors for a truly immersive and efficient work experience. [Experience True Color Excellence] Boasting a 122% High Color Gamut and 178\\u00b0 wide viewing angle, IPS panel delivers stunning color accuracy and consistency. This monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Protect Your Eyes with Anti-Blue Light Technology] KTC monitor features an Anti-Blue Light Screen to reduce eye strain during prolonged use. Stay comfortable and focused during extended gaming sessions or work hours, without compromising on visual quality.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 inch\"},\n{\"Style\": \"QHD 24'' 100Hz\"}],\n\"promotion_items\": [{\"title\": \"KTC 27 Inch QHD Computer Monitor, 2K 100Hz IPS Gaming Monitor, 1440P Frameless Eye Care PC Office Monitor with HDMI/DP, FreeSync & G-Sync, HDR10, VESA, Tilt Adjustable\", \"asin\": \"B0D3PKPZCK\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"KTC 24.5'' Gaming Monitor 180Hz FHD,Fast IPS 1080P 1 ms, 128% sRGB HDR10,Freesync HDMI x 2 /DP x 1 VESA Tilt Adjustable Xbox PS5 Switch (HDMI Cable Included)\", \"asin\": \"B0D5QCDZ4X\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"acer KB272 G0bi 27\\\" IPS Full HD (1920 x 1080) Gaming Office Monitor | Adaptive-Sync Support (FreeSync Compatible) | Up to 120Hz Refresh | 1ms (VRB) | sRGB 99% | Tilt | HDMI & VGA Ports\", \"asin\": \"B0D9MK23S7\", \"price\": \"$104.99\", \"quantity\": \"\"},\n{\"title\": \"KTC 24 Inch FHD 1080P 100Hz Computer Monitor, VA Panel FreeSync PC Gaming Monitor, HDMI VGA Ports, HDR, 4000\\uff1a1 Contrast, LowBlue Mode, Ergonomic Tilt Eye Care for Home Office\", \"asin\": \"B0DRCXZN53\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"Dell S2425HS Monitor - 23.8 Inch, FHD (1920x1080) Display, 100Hz Refresh Rate 1500:1 Contrast Ratio, T\\u00dcV Rheinland Eye Comfort 4 Star, Integrated 2x5W Speaker, Height/Tilt/Swivel/Pivot - Ash White\", \"asin\": \"B0CZ1RTYQY\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"SANSUI Monitor 24 Inch 100Hz PC Monitor, HDMI VGA Ports VESA Mount, FHD Computer Monitor Ultra-Slim Ergonomic Tilt Eye Care for Home Office (ES-24F2, HDMI Cable Included)\", \"asin\": \"B0B17KHCQN\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"27 Inch Monitor, 1080P Ultra Wide FHD Frameless Computer Monitor 100Hz, 1ms, 99% sRGB, Low Blue Light, HDMI VGA Home Office Gamer Monitor, Desk Wall Mouted VESA, Dual Speakers, Tilt Adjustable, Black\", \"asin\": \"B0DFY9FJFS\", \"price\": \"$89.98\", \"quantity\": \"\"},\n{\"title\": \"24 Inch QHD 2560x1440 IPS Computer Monitor, 100Hz Zero-Frame 2K Gaming Office Monit...\", \"asin\": \"B0D6W5WKNX\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"27 Inch QHD(2560 * 1440) 100Hz Computer Monitor - IPS Panel, Anti-Blue Light Screen...\", \"asin\": \"B0D4QVHWPJ\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Dell S2425HS Monitor - 23.8 Inch, FHD (1920x1080) Display, 100Hz Refresh Rate 1500:1 Contrast Ratio, T\\u00dcV Rheinland Eye Comfort 4 Star, Integrated 2x5W Speaker, Height/Tilt/Swivel/Pivot - Ash White\", \"asin\": \"B0CZ1RTYQY\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"23.8 Inch PC Gaming Monitor QHD 2560x1440 2K 100Hz, 2ms, Built-in Speakers, HDR, 99% sRGB IPS LED Computer Screen with HDMI/DP Ports, AMD FreeSync Compatible, VESA Supports, Black\", \"asin\": \"B0DDSZF9H6\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"24 Inch FHD 1080P 100Hz Computer Monitor, VA Panel FreeSync PC Gaming Monitor, HDMI...\", \"asin\": \"B0DRCXZN53\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"SANSUI Monitor 24 Inch 100Hz PC Monitor, HDMI VGA Ports VESA Mount, FHD Computer Monitor Ultra-Slim Ergonomic Tilt Eye Care for Home Office (ES-24F2, HDMI Cable Included)\", \"asin\": \"B0B17KHCQN\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Xiaomi A24i 24 inch Monitor, 100Hz high Refresh Rate, IPS Hard Screen, 7.5mm Ultra-Slim Body, 1080p FHD Resolution, \\u2206\\u0415<2 Factory Color Calibration for Each Screen, DP 1.4 Supported and Easy mounting\", \"asin\": \"B0D1W426NX\", \"price\": \"$94.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KTC 24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync, HDMI2.0/DP/Earphone for Gaming and Office Working H24T27\", \"asin\": \"B0D4P8XBD3\", \"price\": \"$119.99\"},\n{\"title\": \"KTC 32Inch 240Hz Curved Gaming Monitor, 1000R VA, QHD(2560x1440p), 4000:1 Contrast, Support FreeSync GSync, HDMI2.0(144hz)/DP1.4(240hz)/Earphone, Tilt, Xbox PS5 Switch, 2K Computer Monitor for Gamer\", \"asin\": \"B0D5QFL6ZL\", \"price\": \"$319.99\"},\n{\"title\": \"KTC 24 Inch 180Hz/190Hz Gaming Monitor, FHD PC Computer Monitor with Fast IPS Panel, HDR400, 133% sRGB, Bluelight Filter, 2 HDMI & 1 DP Port, Compatible Freesync and Wall Mountable, H24F8\", \"asin\": \"B0DSK7XB46\", \"price\": \"$99.99\"},\n{\"title\": \"Viewedge 27 inch Monitor with 2K 2560 x 1440 IPS Panel 75hz | Computer Monitor 27 inch QHD with HDMI, DP and Wall Mountable | Eye Protection PC 1440p Monitor for Working and Gaming\", \"asin\": \"B0BKVN4LKV\", \"price\": \"$109.99\"},\n{\"title\": \"KOORUI 27 Inch QHD (2560x1440) IPS Ultra-Thin Computer Gaming Monitor, 100Hz Refresh Rate, DCI-P3 95%, FreeSync & G-Sync, 1ms MPRT, HDR10, VESA 100x100mm, Tilt Adjustable for Game and Work\", \"asin\": \"B0DRD31TL2\", \"price\": \"$139.99\"},\n{\"title\": \"23.8 Inch PC Gaming Monitor QHD 2560x1440 2K 100Hz, 2ms, Built-in Speakers, HDR, 99% sRGB IPS LED Computer Screen with HDMI/DP Ports, AMD FreeSync Compatible, VESA Supports, Black\", \"asin\": \"B0DDSZF9H6\", \"price\": \"$99.99\"}]\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\": \"2025-04-08T07:33:16.243Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"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\": \"cast iron skillet\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Cuisinel Cast Iron Skillet + Lid - 2-In-1 Multi Cooker - Deep Pot + Frying Pan - 3-Qt Dutch Oven - Pre-Seasoned Oven Cookware - Works for Bread, Indoor/Outdoor, Grill, Stovetop and Induction Cast Iron\", \"asin\": \"B076PR8LT5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Enameled Cast Iron Grill Pan - 10.5\\u201d Grill Pan for Stovetop Cooking - 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Gray \", \"asin\": \"B0DJRZ621H\", \"price\": \"$175.00\", \"quantity\": \"\"},\n{\"title\": \"Cuisinel 15\\\" Cast Iron Skillet + Glass Lid Cover + Black Pan Scraper + Silicone Handle Grip Cover - Pre-seasoned Kitchen Cookware - Indoor/Outdoor - Camping, Grilling, BBQ, Oven Use Cast Iron\", \"asin\": \"B09BW2TGRZ\", \"price\": \"$67.49\", \"quantity\": \"\"},\n{\"title\": \"IKTU Ceramic Nonstick Deep Frying Pan, 11Inch Nonstick 4Qt Saute Pan with Helper Handle and Lid, Large Skillet Pan Induction Cookware with Detachable Handle, PFAS PFOA & PTFE Free \", \"asin\": \"B0D4M712TD\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"6 Inch Cast Iron Skillet, Frying Pan with Drip-Spouts, Pre-seasoned Oven Safe Cookware, Camping Indoor and Outdoor Cooking, Grill Safe, Restaurant Chef Quality Cast Iron\", \"asin\": \"B08RZ7JX7R\", \"price\": \"$13.94\", \"quantity\": \"\"},\n{\"title\": \"Anolon Smart Stack Hard Anodized Nonstick Frying Pan Set / Skillet Set - 8.5 Inch and 10 Inch, Black Aluminum\", \"asin\": \"B07TMJ5Q6T\", \"price\": \"$79.00\", \"quantity\": \"\"},\n{\"title\": \"Cuisinel Cast Iron Skillet + Lid - 2-In-1 Multi Cooker - Deep Pot + Frying Pan - 3-Qt Dutch Oven - Pre-Seasoned Oven Cookware - Works for Bread, Indoor/Outdoor, Grill, Stovetop and Induction Cast Iron\", \"asin\": \"B076PR8LT5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Camp Chef Cast Iron Pizza Pan - Pizza Pan Perfect for Indoor & Outdoor Use - 14\\\" Cast Iron\", \"asin\": \"B000Q01WBU\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Cuisinel Cast Iron Skillet with Lid - 12\\\"-inch Pre-Seasoned Covered Frying Pan Set + Silicone Handle & Lid Holders + Scraper/Cleaner - Indoor/Outdoor, Oven, Stovetop, Camping Fire, Grill Safe Cookware Cast Iron\", \"asin\": \"B093TCYF9T\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Lodge Cast Iron Blacklock Skillet, Triple Seasoned - 10.25 in Cast Iron\", \"asin\": \"B085VZPR2Y\", \"price\": \"$59.95\", \"quantity\": \"\"},\n{\"title\": \"Cast Iron Skillet - 10\\\"-Inch Frying Pan with Pour Spouts + Pan Scraper + Silicone Grip Handle Cover Holder - Pre-Seasoned Oven Cookware - Indoor/Outdoor Use - BBQ, Firepit, Stovetop, Induction Use Cast Iron\", \"asin\": \"B071JP7PZQ\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"10 Inch Smooth & Light Cast Iron Skillets with Handle Cover - Pre-Seasoned Cast Iron Pan - Easy to Clean Polished Cast Iron Frying Pan Use in the Oven, on the Stove or Grill, Over a Campfire Cast Iron\", \"asin\": \"B0DMDT81D2\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"GreenPan x Bobby Flay Stainless Steel 8\\u201d & 10\\u201d Frying Pan Skillet Set, Professional Grade Tri Ply, PFAS-Free Ceramic Nonstick, Induction Suitable, Dishwasher & Oven Safe, Stay Cool Handle\", \"asin\": \"B0DDL9K9JC\"},\n{\"title\": \"GreenPan x Bobby Flay Stainless Steel 12 Piece Cookware Pots and Pans Set, Professional Grade Tri Ply, PFAS-Free Ceramic Nonstick, Induction Suitable, Dishwasher & Oven Safe, Stay Cool Handles\", \"asin\": \"B0DDLCFK8Z\"},\n{\"title\": \"GreenPan x Bobby Flay Stainless Steel 12\\u201d Frying Pan Skillet with Glass Lid, Professional Grade Tri Ply, PFAS-Free Ceramic Nonstick, Induction Suitable, Dishwasher & Oven Safe, Stay Cool Handle\", \"asin\": \"B0DDFTDPMZ\"}],\n\"search_results\": [{\"title\": \"Lodge 10.25 Inch Cast Iron Pre-Seasoned Skillet \\u2013 Signature Teardrop Handle - Use in the Oven, on the Stove, on the Grill, or Over a Campfire, Black\", \"asin\": \"B00006JSUA\", \"price\": \"$24.05\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Utopia Kitchen Saute Frying Pan 12 Inch, Cast Iron Chefs Pan, Pre Seasoned Cast iron Skillet, Safe Grill Cookware for Indoor & Outdoor Use, Black\", \"asin\": \"B00X4WQMAS\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Cast Iron Skillet with Red Silicone Hot Handle Holder, 12-inch\", \"asin\": \"B00G2XGC88\", \"price\": \"$29.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Commercial CHEF 6.5 Inch Cast Iron Skillet, Black\", \"asin\": \"B01G5LGEWA\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Utopia Kitchen Saute Frying Pan 12 Inch, Cast Iron Chefs Pan, Pre Seasoned Cast iron Skillet With Lid, Safe Grill Cookware for Indoor & Outdoor Use, Black\", \"asin\": \"B01FXKSAFI\", \"price\": \"$26.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Utopia Kitchen Saute Frying Pan 3 Piece Set, Cast Iron Chefs Pan, Pre Seasoned Cast iron Skillets, 6, 8 & 10 Inches, Easy Use in the Oven, Stove, Grill, or Campfire, Black\", \"asin\": \"B06X8ZFGHP\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 12 Inch Pre-Seasoned Cast Iron Skillet - Dual Assist Handles - Use in the Oven, on the Stove, on the Grill, or Over a Campfire - Black\", \"asin\": \"B0714CXBTF\", \"price\": \"$24.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge L9OG3 Cast Iron Round Griddle, Pre-Seasoned, 10.5-inch\", \"asin\": \"B00008GKDN\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge L8SGP3 Cast Iron Square Grill Pan, Pre-Seasoned, 10.5-inch\", \"asin\": \"B0000CF66W\", \"price\": \"$19.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Cuisinel Cast Iron Skillet Set - 8\\\" + 10\\\" + 12\\\"-Inch Pre-Seasoned Frying Pans + Silicone Handle Grip Covers - Use Indoor/Outdoor, Oven, Grill, Stove, BBQ, Fire, Induction - Kitchen/Camping Cookware\", \"asin\": \"B09NZHZKGX\", \"price\": \"$43.53\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Pre-Seasoned Cast Iron Skillet Set - 3 Piece Frying Pan With Heat-Resistant Handles (6, 8, 10 Inch) for Frying, Saute, Pizza, Oven Safe (Black)\", \"asin\": \"B0B463KKS3\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Cuisinel Cast Iron Skillet + Lid - 2-In-1 Multi Cooker - Deep Pot + Frying Pan - 3-Qt Dutch Oven - Pre-Seasoned Oven Cookware - Works for Bread, Indoor/Outdoor, Grill, Stovetop and Induction\", \"asin\": \"B076PR8LT5\", \"price\": \"$39.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Cast Iron Skillet - 10\\\"-Inch Frying Pan with Pour Spouts + Pan Scraper + Silicone Grip Handle Cover Holder - Pre-Seasoned Oven Cookware - Indoor/Outdoor Use - BBQ, Firepit, Stovetop, Induction Use\", \"asin\": \"B071JP7PZQ\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"6 Inch Cast Iron Skillet, Frying Pan with Drip-Spouts, Pre-seasoned Oven Safe Cookware, Camping Indoor and Outdoor Cooking, Grill Safe, Restaurant Chef Quality\", \"asin\": \"B08RZ7JX7R\", \"price\": \"$13.94\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Pre-Seasoned Cast Iron Skillet Set of 3 | 6\\\", 8\\\" & 10\\\" Cast Iron Frying Pans with 3 Heat-Resistant Holders - Indoor and Outdoor Use - Oven Grill Stovetop Induction Safe Cookware\", \"asin\": \"B07RQ3RFQ2\", \"price\": \"$32.91\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Lodge Cast Iron Baker\\u2019s Skillet 10.25 inch\", \"asin\": \"B0971M529B\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Cast Iron Skillet 3-Piece Set - Heavy-Duty Professional Restaurant Chef Quality Pre-Seasoned Pan Cookware Set - 10\\\", 8\\\", 6\\\" Pans - For Frying, Saute, Cooking, Pizza & More,Black\", \"asin\": \"B01FSPRME8\", \"price\": \"$36.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Cuisinel Cast Iron Skillet with Lid - 12\\\"-inch Pre-Seasoned Covered Frying Pan Set + Silicone Handle & Lid Holders + Scraper/Cleaner - Indoor/Outdoor, Oven, Stovetop, Camping Fire, Grill Safe Cookware\", \"asin\": \"B093TCYF9T\", \"price\": \"$44.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge L5WS3 Cast Iron Wonder Skillet, Pre-Seasoned, 5.5 -inch\", \"asin\": \"B000809QN4\", \"price\": \"$7.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 9 Inch Cast Iron Pre-Seasoned Skillet \\u2013 Signature Teardrop Handle - Use in the Oven, on the Stove, on the Grill, or Over a Campfire, Black\", \"asin\": \"B00063RWTS\", \"price\": \"$18.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Cuisinel Cast Iron Skillet with Lid - 12\\\"-inch Pre-Seasoned Covered Frying Pan Set + Silicone Handle & Lid Holders + Scraper/Cleaner - Indoor/Outdoor, Oven, Stovetop, Camping Fire, Grill Safe Cookware\", \"asin\": \"B093TCYF9T\", \"price\": \"$44.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Flambo Skillet #10 - Naturally Non-Stick 10 Inch Pre-Seasoned Cast Iron Frying Pan - Smooth Nonstick Finish for Grilling, Frying, Sauteing, Searing, Baking - Use on Oven, Stove, Grill, or Campfire\", \"asin\": \"B0DCVJRKZC\", \"price\": \"$89.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Camp Chef Cast Iron Pizza Pan - Pizza Pan Perfect for Indoor & Outdoor Use - 14\\\"\", \"asin\": \"B000Q01WBU\", \"price\": \"$39.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Mercer Culinary Pre-Seasoned Cast Iron Skillet, 8-Inch\", \"asin\": \"B09C2QXDF1\", \"price\": \"$16.17\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 12\\\" Cast Iron Skillet - Chef Collection - Perfect Sear - Ergonomic Handles - Superior Heat Retention - Cast Iron Cookware & Skillet\", \"asin\": \"B07Z6TV9Y7\", \"price\": \"$39.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Seasoned Cast Iron 3 Skillet Bundle. 12 inches and 10.25 inches with 8 inch Set of 3 Cast Iron Frying Pans\", \"asin\": \"B071FPMSYJ\", \"price\": \"$89.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Yellowstone - 12\\\" Skillet\", \"asin\": \"B0BFGF2QXC\", \"price\": \"$29.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Caron & Doucet - Cast Iron Cleaning Soap | 100% Plant-Based Soap | Best for Cleaning, Restoring, Removing Rust and Care Before Seasoning | For Skillets, Pans & Cast Iron Cookware\\u2026 (8 oz)\", \"asin\": \"B01FH22FVM\", \"price\": \"$12.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Lodge Cast Iron Blacklock Skillet, Triple Seasoned - 7 in\", \"asin\": \"B085VZXGG4\", \"price\": \"$39.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Cast Iron Scrubber | Dish Scrub Brush | 316 Cleaner Chainmail Scrubber for Cast Iron Pan Skillet Cleaner - Dish Scouring Pad Dishwasher Safe Cleaning Kit, Black 02\", \"asin\": \"B0D6W5QY65\", \"price\": \"$13.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"AORAN Electric Frying Pan with Lid, Multifunctional Electric Skillet for Frying, Grilling, Boiling & Cooking, Nonstick, Compact, Easy-to-Clean, Adjustable Temp Control Black\", \"asin\": \"B0DM235H4Q\", \"price\": \"$39.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Le Creuset Enameled Cast Iron Signature Iron Handle Skillet, 11.75\\\" (2-3/8 qt.), Marseille\", \"asin\": \"B00B4UOTF2\", \"price\": \"$249.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Cuisinel Cast Iron Skillet with Lid - 12\\\"-Inch Frying Pan + Glass Cover + Silicone Handle Holder - Pre-Seasoned Oven Safe Cookware - Indoor/Outdoor Use - Grill, BBQ, Fire, Stovetop, Induction\", \"asin\": \"B07HK6FWQ6\", \"price\": \"$44.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Amazon Basics Pre-Seasoned Cast Iron Skillet, Heavy-Duty & Large, 15\\\", Black\", \"asin\": \"B073Q8P6CQ\", \"price\": \"$42.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 8\\\" Cast Iron Skillet - Chef Collection - Perfect Sear - Ergonomic Handles - Superior Heat Retention - Cast Iron Cookware & Skillet\", \"asin\": \"B08J5W3SCG\", \"price\": \"$19.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Backcountry Iron 12 Inch Round Large Pre-Seasoned Cast Iron Skillet\", \"asin\": \"B074ND5RDT\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Seasoned Cast Iron 5 Piece Bundle. 10.25\\\" Skillet, 8\\\" Skillet, 10.5\\\" Griddle, 10.25\\\" Dutch Oven, and 10.25\\\" Lid, Black\", \"asin\": \"B004QM8SLG\", \"price\": \"$99.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"2-in-1 Pre-Seasoned Cast Iron Dutch Oven Pot with Skillet Lid Cooking Pan, Cast Iron Skillet Cookware Pan Set with Dual Handles Indoor Outdoor for Bread, Frying, Baking, Camping, BBQ, 5QT\", \"asin\": \"B08YJY9PRD\", \"price\": \"$39.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 17 Inch Pre-Seasoned Cast Iron Skillet - Dual Assist Handles - Use in the Oven, on the Stove, on the Grill, or Over a Campfire - Black\", \"asin\": \"B00063RWVG\", \"price\": \"$69.90\", \"delivery\": \"FREE delivery Apr 24 - May 5 for Prime members\"},\n{\"title\": \"Lodge 5 Quart Pre-Seasoned Cast Iron Deep Skillet with Lid - Signature Teardrop Handle & Assist Handle - Use in the Oven, on the Stove or Grill, or Over a Campfire - Use to Sear, Saut\\u00e9, Bake, Broil, Braise, Fry, or Grill - Black\", \"asin\": \"B00063RWXO\", \"price\": \"$67.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Wildlife Series - 8 Inch Seasoned Cast Iron Skillet with Duck Scene\", \"asin\": \"B076X62LVP\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Backcountry Iron 12 Inch Smooth Wasatch Pre-Seasoned Round Cast Iron Skillet\", \"asin\": \"B09CWYWT68\", \"price\": \"$130.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Cast Iron Skillet with Red Silicone Hot Handle Holder, 10.25-inch\", \"asin\": \"B00WTSCXIS\", \"price\": \"$35.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Wildlife Series-6.5\\\" Cast Iron Skillet with Wolf Scene, Black\", \"asin\": \"B07GRNX5FJ\", \"price\": \"$15.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge LDP3 Cast Iron Rectangular Reversible Grill/Griddle, 9.5-inch x 16.75-inch, Black\", \"asin\": \"B002CMLTXG\", \"price\": \"$34.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Cast Iron Chef Collection Skillet, Pre-seasoned - 10 in\", \"asin\": \"B07Z6VC895\", \"price\": \"$27.86\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Modern Innovations 10 Inch Cast Iron Skillet, Pre-Seasoned Smooth Polished Surface, Heavy-Duty, Naturally Non-Stick 100% Cast Iron Frying Pan- Saute, Sear & Grill on Campfires, Stoves & Ovens\", \"asin\": \"B0DP1KPQQG\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Cast Iron Square 11\\\" Griddle\", \"asin\": \"B09VJJN5XH\", \"price\": \"$27.63\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"6 Inch Cast Iron Skillet, Frying Pan with Drip-Spouts, Pre-seasoned Oven Safe Cookware, Camping Indoor and Outdoor Cooking, Grill Safe, Restaurant Chef Quality\", \"asin\": \"B08RZ7JX7R\", \"price\": \"$13.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 8 Inch Dolly Parton Pre-Seasoned Cast Iron Stamped Skillet - Signature Teardrop Handle - Use in the Oven, on the Stove, on the Grill, or Over a Campfire - Jolene\", \"asin\": \"B0DC7W876V\", \"price\": \"$23.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Megachef 13 Piece Pre-Seasoned Cast Iron Skillet Set with Temperd Glass Lids and Silicone Holders\", \"asin\": \"B0CVP6GBLN\", \"price\": \"$76.72\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Greater Goods 10-Inch Cast Iron Skillet, Organically Pre-Seasoned, Heavy-Duty Pan for Frying, Baking, Grilling, Indoor and Outdoor Cooking\", \"asin\": \"B07PP9TPRZ\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"FINEX 10\\\" Cast Iron Skillet with Lid, Modern Heirloom, Handcrafted in the USA, Pre-seasoned with Organic Flaxseed Oil\", \"asin\": \"B01DWXAI2G\", \"price\": \"$249.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 3.6 Quart Enameled Cast Iron Oval Casserole With Lid \\u2013 Dual Handles \\u2013 Oven Safe up to 500\\u00b0 F or on Stovetop - Use to Marinate, Cook, Bake, Refrigerate and Serve \\u2013 Caribbean Blue\", \"asin\": \"B000N4UX4Q\", \"price\": \"$69.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Seasoned Cast Iron Sugar Skull Skillet, 10.25 Inch\", \"asin\": \"B0BFBRNN91\", \"price\": \"$25.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Cast Iron Skillet Set -3 Piece 6 inch, 8 inch and 10 inch Cast Iron Pan, with Silicone Handles+Scraper+Dish Sponge - Oven Grill Stovetop Safe Cookware., 6.8.10inch, Black\", \"asin\": \"B0CR17P8GY\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Jim Beam HEA Set of 3 Pre Seasoned Cast Iron Skillets with Even Distribution and Heat Retention-6\\\" 8\\\" 10\\\", 10'', Black,JB0195\", \"asin\": \"B07CS1FKMY\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9 Only 14 left in stock (more on the way).\"},\n{\"title\": \"GreenPan x Bobby Flay 12\\u201d Cast Iron Pre-Seasoned Skillet with Helper Handle, Professional Grade Heavy Duty, Induction Suitable, Versatile Stovetop, Oven, BBQ, Fire & Grill, Indoor/Outdoor Use, Black\", \"asin\": \"B0DDFWC4JK\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge L8SKL Cast Iron Pan, 10.25\\\", Black\", \"asin\": \"B071VT8PL8\", \"price\": \"$21.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Seasoned Cast Iron Skillet with Scrub Brush- 12 inch Cast Iron Frying Pan With 10 inch Bristle Brush\", \"asin\": \"B071J9H4RK\", \"price\": \"$40.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, 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\": \"2025-04-08T07:34:09.769Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T07:34:09.769Z
click_product
B07GRNX5FJ
rule
train
2,760
2025-04-08T07:34:09.769Z
click_product
B07GRNX5FJ
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "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": "cast iron skillet"}], "promotion_items": [{"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "Cuisinel Cast Iron Skillet + Lid - 2-In-1 Multi Cooker - Deep Pot + Frying Pan - 3-Qt Dutch Oven - Pre-Seasoned Oven Cookware - Works for Bread, Indoor/Outdoor, Grill, Stovetop and Induction Cast Iron", "asin": "B076PR8LT5", "price": "$39.99", "quantity": ""}, {"title": "Caraway Enameled Cast Iron Grill Pan - 10.5\u201d Grill Pan for Stovetop Cooking - 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Gray ", "asin": "B0DJRZ621H", "price": "$175.00", "quantity": ""}, {"title": "Cuisinel 15\" Cast Iron Skillet + Glass Lid Cover + Black Pan Scraper + Silicone Handle Grip Cover - Pre-seasoned Kitchen Cookware - Indoor/Outdoor - Camping, Grilling, BBQ, Oven Use Cast Iron", "asin": "B09BW2TGRZ", "price": "$67.49", "quantity": ""}, {"title": "IKTU Ceramic Nonstick Deep Frying Pan, 11Inch Nonstick 4Qt Saute Pan with Helper Handle and Lid, Large Skillet Pan Induction Cookware with Detachable Handle, PFAS PFOA & PTFE Free ", "asin": "B0D4M712TD", "price": "$26.99", "quantity": ""}, {"title": "6 Inch Cast Iron Skillet, Frying Pan with Drip-Spouts, Pre-seasoned Oven Safe Cookware, Camping Indoor and Outdoor Cooking, Grill Safe, Restaurant Chef Quality Cast Iron", "asin": "B08RZ7JX7R", "price": "$13.94", "quantity": ""}, {"title": "Anolon Smart Stack Hard Anodized Nonstick Frying Pan Set / Skillet Set - 8.5 Inch and 10 Inch, Black Aluminum", "asin": "B07TMJ5Q6T", "price": "$79.00", "quantity": ""}, {"title": "Cuisinel Cast Iron Skillet + Lid - 2-In-1 Multi Cooker - Deep Pot + Frying Pan - 3-Qt Dutch Oven - Pre-Seasoned Oven Cookware - Works for Bread, Indoor/Outdoor, Grill, Stovetop and Induction Cast Iron", "asin": "B076PR8LT5", "price": "$39.99", "quantity": ""}, {"title": "Camp Chef Cast Iron Pizza Pan - Pizza Pan Perfect for Indoor & Outdoor Use - 14\" Cast Iron", "asin": "B000Q01WBU", "price": "$39.99", "quantity": ""}, {"title": "Cuisinel Cast Iron Skillet with Lid - 12\"-inch Pre-Seasoned Covered Frying Pan Set + Silicone Handle & Lid Holders + Scraper/Cleaner - Indoor/Outdoor, Oven, Stovetop, Camping Fire, Grill Safe Cookware Cast Iron", "asin": "B093TCYF9T", "price": "$44.99", "quantity": ""}, {"title": "Lodge Cast Iron Blacklock Skillet, Triple Seasoned - 10.25 in Cast Iron", "asin": "B085VZPR2Y", "price": "$59.95", "quantity": ""}, {"title": "Cast Iron Skillet - 10\"-Inch Frying Pan with Pour Spouts + Pan Scraper + Silicone Grip Handle Cover Holder - Pre-Seasoned Oven Cookware - Indoor/Outdoor Use - BBQ, Firepit, Stovetop, Induction Use Cast Iron", "asin": "B071JP7PZQ", "price": "$17.99", "quantity": ""}, {"title": "10 Inch Smooth & Light Cast Iron Skillets with Handle Cover - Pre-Seasoned Cast Iron Pan - Easy to Clean Polished Cast Iron Frying Pan Use in the Oven, on the Stove or Grill, Over a Campfire Cast Iron", "asin": "B0DMDT81D2", "price": "$59.99", "quantity": ""}], "ads": [{"title": "GreenPan x Bobby Flay Stainless Steel 8\u201d & 10\u201d Frying Pan Skillet Set, Professional Grade Tri Ply, PFAS-Free Ceramic Nonstick, Induction Suitable, Dishwasher & Oven Safe, Stay Cool Handle", "asin": "B0DDL9K9JC"}, {"title": "GreenPan x Bobby Flay Stainless Steel 12 Piece Cookware Pots and Pans Set, Professional Grade Tri Ply, PFAS-Free Ceramic Nonstick, Induction Suitable, Dishwasher & Oven Safe, Stay Cool Handles", "asin": "B0DDLCFK8Z"}, {"title": "GreenPan x Bobby Flay Stainless Steel 12\u201d Frying Pan Skillet with Glass Lid, Professional Grade Tri Ply, PFAS-Free Ceramic Nonstick, Induction Suitable, Dishwasher & Oven Safe, Stay Cool Handle", "asin": "B0DDFTDPMZ"}], "search_results": [{"title": "Lodge 10.25 Inch Cast Iron Pre-Seasoned Skillet \u2013 Signature Teardrop Handle - Use in the Oven, on the Stove, on the Grill, or Over a Campfire, Black", "asin": "B00006JSUA", "price": "$24.05", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Utopia Kitchen Saute Frying Pan 12 Inch, Cast Iron Chefs Pan, Pre Seasoned Cast iron Skillet, Safe Grill Cookware for Indoor & Outdoor Use, Black", "asin": "B00X4WQMAS", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge Cast Iron Skillet with Red Silicone Hot Handle Holder, 12-inch", "asin": "B00G2XGC88", "price": "$29.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Commercial CHEF 6.5 Inch Cast Iron Skillet, Black", "asin": "B01G5LGEWA", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Utopia Kitchen Saute Frying Pan 12 Inch, Cast Iron Chefs Pan, Pre Seasoned Cast iron Skillet With Lid, Safe Grill Cookware for Indoor & Outdoor Use, Black", "asin": "B01FXKSAFI", "price": "$26.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Utopia Kitchen Saute Frying Pan 3 Piece Set, Cast Iron Chefs Pan, Pre Seasoned Cast iron Skillets, 6, 8 & 10 Inches, Easy Use in the Oven, Stove, Grill, or Campfire, Black", "asin": "B06X8ZFGHP", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge 12 Inch Pre-Seasoned Cast Iron Skillet - Dual Assist Handles - Use in the Oven, on the Stove, on the Grill, or Over a Campfire - Black", "asin": "B0714CXBTF", "price": "$24.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge L9OG3 Cast Iron Round Griddle, Pre-Seasoned, 10.5-inch", "asin": "B00008GKDN", "price": "$19.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge L8SGP3 Cast Iron Square Grill Pan, Pre-Seasoned, 10.5-inch", "asin": "B0000CF66W", "price": "$19.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Cuisinel Cast Iron Skillet Set - 8\" + 10\" + 12\"-Inch Pre-Seasoned Frying Pans + Silicone Handle Grip Covers - Use Indoor/Outdoor, Oven, Grill, Stove, BBQ, Fire, Induction - Kitchen/Camping Cookware", "asin": "B09NZHZKGX", "price": "$43.53", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Pre-Seasoned Cast Iron Skillet Set - 3 Piece Frying Pan With Heat-Resistant Handles (6, 8, 10 Inch) for Frying, Saute, Pizza, Oven Safe (Black)", "asin": "B0B463KKS3", "price": "$28.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Cuisinel Cast Iron Skillet + Lid - 2-In-1 Multi Cooker - Deep Pot + Frying Pan - 3-Qt Dutch Oven - Pre-Seasoned Oven Cookware - Works for Bread, Indoor/Outdoor, Grill, Stovetop and Induction", "asin": "B076PR8LT5", "price": "$39.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 9 "}, {"title": "Cast Iron Skillet - 10\"-Inch Frying Pan with Pour Spouts + Pan Scraper + Silicone Grip Handle Cover Holder - Pre-Seasoned Oven Cookware - Indoor/Outdoor Use - BBQ, Firepit, Stovetop, Induction Use", "asin": "B071JP7PZQ", "price": "$17.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 9 "}, {"title": "6 Inch Cast Iron Skillet, Frying Pan with Drip-Spouts, Pre-seasoned Oven Safe Cookware, Camping Indoor and Outdoor Cooking, Grill Safe, Restaurant Chef Quality", "asin": "B08RZ7JX7R", "price": "$13.94", "delivery": " One-DayFREE delivery Tomorrow, Apr 9 "}, {"title": "Pre-Seasoned Cast Iron Skillet Set of 3 | 6\", 8\" & 10\" Cast Iron Frying Pans with 3 Heat-Resistant Holders - Indoor and Outdoor Use - Oven Grill Stovetop Induction Safe Cookware", "asin": "B07RQ3RFQ2", "price": "$32.91", "delivery": " One-DayFREE delivery Tomorrow, Apr 9 "}, {"title": "Lodge Cast Iron Baker\u2019s Skillet 10.25 inch", "asin": "B0971M529B", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Cast Iron Skillet 3-Piece Set - Heavy-Duty Professional Restaurant Chef Quality Pre-Seasoned Pan Cookware Set - 10\", 8\", 6\" Pans - For Frying, Saute, Cooking, Pizza & More,Black", "asin": "B01FSPRME8", "price": "$36.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Cuisinel Cast Iron Skillet with Lid - 12\"-inch Pre-Seasoned Covered Frying Pan Set + Silicone Handle & Lid Holders + Scraper/Cleaner - Indoor/Outdoor, Oven, Stovetop, Camping Fire, Grill Safe Cookware", "asin": "B093TCYF9T", "price": "$44.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge L5WS3 Cast Iron Wonder Skillet, Pre-Seasoned, 5.5 -inch", "asin": "B000809QN4", "price": "$7.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge 9 Inch Cast Iron Pre-Seasoned Skillet \u2013 Signature Teardrop Handle - Use in the Oven, on the Stove, on the Grill, or Over a Campfire, Black", "asin": "B00063RWTS", "price": "$18.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 9 "}, {"title": "Cuisinel Cast Iron Skillet with Lid - 12\"-inch Pre-Seasoned Covered Frying Pan Set + Silicone Handle & Lid Holders + Scraper/Cleaner - Indoor/Outdoor, Oven, Stovetop, Camping Fire, Grill Safe Cookware", "asin": "B093TCYF9T", "price": "$44.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 9 "}, {"title": "Flambo Skillet #10 - Naturally Non-Stick 10 Inch Pre-Seasoned Cast Iron Frying Pan - Smooth Nonstick Finish for Grilling, Frying, Sauteing, Searing, Baking - Use on Oven, Stove, Grill, or Campfire", "asin": "B0DCVJRKZC", "price": "$89.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 9 "}, {"title": "Camp Chef Cast Iron Pizza Pan - Pizza Pan Perfect for Indoor & Outdoor Use - 14\"", "asin": "B000Q01WBU", "price": "$39.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 9 "}, {"title": "Mercer Culinary Pre-Seasoned Cast Iron Skillet, 8-Inch", "asin": "B09C2QXDF1", "price": "$16.17", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge 12\" Cast Iron Skillet - Chef Collection - Perfect Sear - Ergonomic Handles - Superior Heat Retention - Cast Iron Cookware & Skillet", "asin": "B07Z6TV9Y7", "price": "$39.85", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge Seasoned Cast Iron 3 Skillet Bundle. 12 inches and 10.25 inches with 8 inch Set of 3 Cast Iron Frying Pans", "asin": "B071FPMSYJ", "price": "$89.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge Yellowstone - 12\" Skillet", "asin": "B0BFGF2QXC", "price": "$29.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Caron & Doucet - Cast Iron Cleaning Soap | 100% Plant-Based Soap | Best for Cleaning, Restoring, Removing Rust and Care Before Seasoning | For Skillets, Pans & Cast Iron Cookware\u2026 (8 oz)", "asin": "B01FH22FVM", "price": "$12.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 9 "}, {"title": "Lodge Cast Iron Blacklock Skillet, Triple Seasoned - 7 in", "asin": "B085VZXGG4", "price": "$39.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 9 "}, {"title": "Cast Iron Scrubber | Dish Scrub Brush | 316 Cleaner Chainmail Scrubber for Cast Iron Pan Skillet Cleaner - Dish Scouring Pad Dishwasher Safe Cleaning Kit, Black 02", "asin": "B0D6W5QY65", "price": "$13.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 9 "}, {"title": "AORAN Electric Frying Pan with Lid, Multifunctional Electric Skillet for Frying, Grilling, Boiling & Cooking, Nonstick, Compact, Easy-to-Clean, Adjustable Temp Control Black", "asin": "B0DM235H4Q", "price": "$39.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 9 "}, {"title": "Le Creuset Enameled Cast Iron Signature Iron Handle Skillet, 11.75\" (2-3/8 qt.), Marseille", "asin": "B00B4UOTF2", "price": "$249.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Cuisinel Cast Iron Skillet with Lid - 12\"-Inch Frying Pan + Glass Cover + Silicone Handle Holder - Pre-Seasoned Oven Safe Cookware - Indoor/Outdoor Use - Grill, BBQ, Fire, Stovetop, Induction", "asin": "B07HK6FWQ6", "price": "$44.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Amazon Basics Pre-Seasoned Cast Iron Skillet, Heavy-Duty & Large, 15\", Black", "asin": "B073Q8P6CQ", "price": "$42.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge 8\" Cast Iron Skillet - Chef Collection - Perfect Sear - Ergonomic Handles - Superior Heat Retention - Cast Iron Cookware & Skillet", "asin": "B08J5W3SCG", "price": "$19.85", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Backcountry Iron 12 Inch Round Large Pre-Seasoned Cast Iron Skillet", "asin": "B074ND5RDT", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge Seasoned Cast Iron 5 Piece Bundle. 10.25\" Skillet, 8\" Skillet, 10.5\" Griddle, 10.25\" Dutch Oven, and 10.25\" Lid, Black", "asin": "B004QM8SLG", "price": "$99.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "2-in-1 Pre-Seasoned Cast Iron Dutch Oven Pot with Skillet Lid Cooking Pan, Cast Iron Skillet Cookware Pan Set with Dual Handles Indoor Outdoor for Bread, Frying, Baking, Camping, BBQ, 5QT", "asin": "B08YJY9PRD", "price": "$39.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge 17 Inch Pre-Seasoned Cast Iron Skillet - Dual Assist Handles - Use in the Oven, on the Stove, on the Grill, or Over a Campfire - Black", "asin": "B00063RWVG", "price": "$69.90", "delivery": "FREE delivery Apr 24 - May 5 for Prime members"}, {"title": "Lodge 5 Quart Pre-Seasoned Cast Iron Deep Skillet with Lid - Signature Teardrop Handle & Assist Handle - Use in the Oven, on the Stove or Grill, or Over a Campfire - Use to Sear, Saut\u00e9, Bake, Broil, Braise, Fry, or Grill - Black", "asin": "B00063RWXO", "price": "$67.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge Wildlife Series - 8 Inch Seasoned Cast Iron Skillet with Duck Scene", "asin": "B076X62LVP", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Backcountry Iron 12 Inch Smooth Wasatch Pre-Seasoned Round Cast Iron Skillet", "asin": "B09CWYWT68", "price": "$130.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge Cast Iron Skillet with Red Silicone Hot Handle Holder, 10.25-inch", "asin": "B00WTSCXIS", "price": "$35.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge Wildlife Series-6.5\" Cast Iron Skillet with Wolf Scene, Black", "asin": "B07GRNX5FJ", "price": "$15.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge LDP3 Cast Iron Rectangular Reversible Grill/Griddle, 9.5-inch x 16.75-inch, Black", "asin": "B002CMLTXG", "price": "$34.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge Cast Iron Chef Collection Skillet, Pre-seasoned - 10 in", "asin": "B07Z6VC895", "price": "$27.86", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Modern Innovations 10 Inch Cast Iron Skillet, Pre-Seasoned Smooth Polished Surface, Heavy-Duty, Naturally Non-Stick 100% Cast Iron Frying Pan- Saute, Sear & Grill on Campfires, Stoves & Ovens", "asin": "B0DP1KPQQG", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge Cast Iron Square 11\" Griddle", "asin": "B09VJJN5XH", "price": "$27.63", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "6 Inch Cast Iron Skillet, Frying Pan with Drip-Spouts, Pre-seasoned Oven Safe Cookware, Camping Indoor and Outdoor Cooking, Grill Safe, Restaurant Chef Quality", "asin": "B08RZ7JX7R", "price": "$13.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge 8 Inch Dolly Parton Pre-Seasoned Cast Iron Stamped Skillet - Signature Teardrop Handle - Use in the Oven, on the Stove, on the Grill, or Over a Campfire - Jolene", "asin": "B0DC7W876V", "price": "$23.07", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Megachef 13 Piece Pre-Seasoned Cast Iron Skillet Set with Temperd Glass Lids and Silicone Holders", "asin": "B0CVP6GBLN", "price": "$76.72", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Greater Goods 10-Inch Cast Iron Skillet, Organically Pre-Seasoned, Heavy-Duty Pan for Frying, Baking, Grilling, Indoor and Outdoor Cooking", "asin": "B07PP9TPRZ", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "FINEX 10\" Cast Iron Skillet with Lid, Modern Heirloom, Handcrafted in the USA, Pre-seasoned with Organic Flaxseed Oil", "asin": "B01DWXAI2G", "price": "$249.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge 3.6 Quart Enameled Cast Iron Oval Casserole With Lid \u2013 Dual Handles \u2013 Oven Safe up to 500\u00b0 F or on Stovetop - Use to Marinate, Cook, Bake, Refrigerate and Serve \u2013 Caribbean Blue", "asin": "B000N4UX4Q", "price": "$69.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge Seasoned Cast Iron Sugar Skull Skillet, 10.25 Inch", "asin": "B0BFBRNN91", "price": "$25.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Cast Iron Skillet Set -3 Piece 6 inch, 8 inch and 10 inch Cast Iron Pan, with Silicone Handles+Scraper+Dish Sponge - Oven Grill Stovetop Safe Cookware., 6.8.10inch, Black", "asin": "B0CR17P8GY", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Jim Beam HEA Set of 3 Pre Seasoned Cast Iron Skillets with Even Distribution and Heat Retention-6\" 8\" 10\", 10'', Black,JB0195", "asin": "B07CS1FKMY", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9 Only 14 left in stock (more on the way)."}, {"title": "GreenPan x Bobby Flay 12\u201d Cast Iron Pre-Seasoned Skillet with Helper Handle, Professional Grade Heavy Duty, Induction Suitable, Versatile Stovetop, Oven, BBQ, Fire & Grill, Indoor/Outdoor Use, Black", "asin": "B0DDFWC4JK", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge L8SKL Cast Iron Pan, 10.25\", Black", "asin": "B071VT8PL8", "price": "$21.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge Seasoned Cast Iron Skillet with Scrub Brush- 12 inch Cast Iron Frying Pan With 10 inch Bristle Brush", "asin": "B071J9H4RK", "price": "$40.99", "delivery": " One-Day FREE delivery Tomorrow, 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": "2025-04-08T07:34:09.769Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-08T07:34:09.769Z\",\"action\": \"click_product\",\"acion_argument\": \"B07GRNX5FJ\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T07:34:09.769Z\",\"action\": \"click_product\",\"acion_argument\": \"B07GRNX5FJ\",}</answer>", "index": 2760, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"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\": \"cast iron skillet\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Cuisinel Cast Iron Skillet + Lid - 2-In-1 Multi Cooker - Deep Pot + Frying Pan - 3-Qt Dutch Oven - Pre-Seasoned Oven Cookware - Works for Bread, Indoor/Outdoor, Grill, Stovetop and Induction Cast Iron\", \"asin\": \"B076PR8LT5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Enameled Cast Iron Grill Pan - 10.5\\u201d Grill Pan for Stovetop Cooking - 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Gray \", \"asin\": \"B0DJRZ621H\", \"price\": \"$175.00\", \"quantity\": \"\"},\n{\"title\": \"Cuisinel 15\\\" Cast Iron Skillet + Glass Lid Cover + Black Pan Scraper + Silicone Handle Grip Cover - Pre-seasoned Kitchen Cookware - Indoor/Outdoor - Camping, Grilling, BBQ, Oven Use Cast Iron\", \"asin\": \"B09BW2TGRZ\", \"price\": \"$67.49\", \"quantity\": \"\"},\n{\"title\": \"IKTU Ceramic Nonstick Deep Frying Pan, 11Inch Nonstick 4Qt Saute Pan with Helper Handle and Lid, Large Skillet Pan Induction Cookware with Detachable Handle, PFAS PFOA & PTFE Free \", \"asin\": \"B0D4M712TD\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"6 Inch Cast Iron Skillet, Frying Pan with Drip-Spouts, Pre-seasoned Oven Safe Cookware, Camping Indoor and Outdoor Cooking, Grill Safe, Restaurant Chef Quality Cast Iron\", \"asin\": \"B08RZ7JX7R\", \"price\": \"$13.94\", \"quantity\": \"\"},\n{\"title\": \"Anolon Smart Stack Hard Anodized Nonstick Frying Pan Set / Skillet Set - 8.5 Inch and 10 Inch, Black Aluminum\", \"asin\": \"B07TMJ5Q6T\", \"price\": \"$79.00\", \"quantity\": \"\"},\n{\"title\": \"Cuisinel Cast Iron Skillet + Lid - 2-In-1 Multi Cooker - Deep Pot + Frying Pan - 3-Qt Dutch Oven - Pre-Seasoned Oven Cookware - Works for Bread, Indoor/Outdoor, Grill, Stovetop and Induction Cast Iron\", \"asin\": \"B076PR8LT5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Camp Chef Cast Iron Pizza Pan - Pizza Pan Perfect for Indoor & Outdoor Use - 14\\\" Cast Iron\", \"asin\": \"B000Q01WBU\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Cuisinel Cast Iron Skillet with Lid - 12\\\"-inch Pre-Seasoned Covered Frying Pan Set + Silicone Handle & Lid Holders + Scraper/Cleaner - Indoor/Outdoor, Oven, Stovetop, Camping Fire, Grill Safe Cookware Cast Iron\", \"asin\": \"B093TCYF9T\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Lodge Cast Iron Blacklock Skillet, Triple Seasoned - 10.25 in Cast Iron\", \"asin\": \"B085VZPR2Y\", \"price\": \"$59.95\", \"quantity\": \"\"},\n{\"title\": \"Cast Iron Skillet - 10\\\"-Inch Frying Pan with Pour Spouts + Pan Scraper + Silicone Grip Handle Cover Holder - Pre-Seasoned Oven Cookware - Indoor/Outdoor Use - BBQ, Firepit, Stovetop, Induction Use Cast Iron\", \"asin\": \"B071JP7PZQ\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"10 Inch Smooth & Light Cast Iron Skillets with Handle Cover - Pre-Seasoned Cast Iron Pan - Easy to Clean Polished Cast Iron Frying Pan Use in the Oven, on the Stove or Grill, Over a Campfire Cast Iron\", \"asin\": \"B0DMDT81D2\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"GreenPan x Bobby Flay Stainless Steel 8\\u201d & 10\\u201d Frying Pan Skillet Set, Professional Grade Tri Ply, PFAS-Free Ceramic Nonstick, Induction Suitable, Dishwasher & Oven Safe, Stay Cool Handle\", \"asin\": \"B0DDL9K9JC\"},\n{\"title\": \"GreenPan x Bobby Flay Stainless Steel 12 Piece Cookware Pots and Pans Set, Professional Grade Tri Ply, PFAS-Free Ceramic Nonstick, Induction Suitable, Dishwasher & Oven Safe, Stay Cool Handles\", \"asin\": \"B0DDLCFK8Z\"},\n{\"title\": \"GreenPan x Bobby Flay Stainless Steel 12\\u201d Frying Pan Skillet with Glass Lid, Professional Grade Tri Ply, PFAS-Free Ceramic Nonstick, Induction Suitable, Dishwasher & Oven Safe, Stay Cool Handle\", \"asin\": \"B0DDFTDPMZ\"}],\n\"search_results\": [{\"title\": \"Lodge 10.25 Inch Cast Iron Pre-Seasoned Skillet \\u2013 Signature Teardrop Handle - Use in the Oven, on the Stove, on the Grill, or Over a Campfire, Black\", \"asin\": \"B00006JSUA\", \"price\": \"$24.05\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Utopia Kitchen Saute Frying Pan 12 Inch, Cast Iron Chefs Pan, Pre Seasoned Cast iron Skillet, Safe Grill Cookware for Indoor & Outdoor Use, Black\", \"asin\": \"B00X4WQMAS\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Cast Iron Skillet with Red Silicone Hot Handle Holder, 12-inch\", \"asin\": \"B00G2XGC88\", \"price\": \"$29.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Commercial CHEF 6.5 Inch Cast Iron Skillet, Black\", \"asin\": \"B01G5LGEWA\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Utopia Kitchen Saute Frying Pan 12 Inch, Cast Iron Chefs Pan, Pre Seasoned Cast iron Skillet With Lid, Safe Grill Cookware for Indoor & Outdoor Use, Black\", \"asin\": \"B01FXKSAFI\", \"price\": \"$26.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Utopia Kitchen Saute Frying Pan 3 Piece Set, Cast Iron Chefs Pan, Pre Seasoned Cast iron Skillets, 6, 8 & 10 Inches, Easy Use in the Oven, Stove, Grill, or Campfire, Black\", \"asin\": \"B06X8ZFGHP\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 12 Inch Pre-Seasoned Cast Iron Skillet - Dual Assist Handles - Use in the Oven, on the Stove, on the Grill, or Over a Campfire - Black\", \"asin\": \"B0714CXBTF\", \"price\": \"$24.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge L9OG3 Cast Iron Round Griddle, Pre-Seasoned, 10.5-inch\", \"asin\": \"B00008GKDN\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge L8SGP3 Cast Iron Square Grill Pan, Pre-Seasoned, 10.5-inch\", \"asin\": \"B0000CF66W\", \"price\": \"$19.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Cuisinel Cast Iron Skillet Set - 8\\\" + 10\\\" + 12\\\"-Inch Pre-Seasoned Frying Pans + Silicone Handle Grip Covers - Use Indoor/Outdoor, Oven, Grill, Stove, BBQ, Fire, Induction - Kitchen/Camping Cookware\", \"asin\": \"B09NZHZKGX\", \"price\": \"$43.53\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Pre-Seasoned Cast Iron Skillet Set - 3 Piece Frying Pan With Heat-Resistant Handles (6, 8, 10 Inch) for Frying, Saute, Pizza, Oven Safe (Black)\", \"asin\": \"B0B463KKS3\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Cuisinel Cast Iron Skillet + Lid - 2-In-1 Multi Cooker - Deep Pot + Frying Pan - 3-Qt Dutch Oven - Pre-Seasoned Oven Cookware - Works for Bread, Indoor/Outdoor, Grill, Stovetop and Induction\", \"asin\": \"B076PR8LT5\", \"price\": \"$39.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Cast Iron Skillet - 10\\\"-Inch Frying Pan with Pour Spouts + Pan Scraper + Silicone Grip Handle Cover Holder - Pre-Seasoned Oven Cookware - Indoor/Outdoor Use - BBQ, Firepit, Stovetop, Induction Use\", \"asin\": \"B071JP7PZQ\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"6 Inch Cast Iron Skillet, Frying Pan with Drip-Spouts, Pre-seasoned Oven Safe Cookware, Camping Indoor and Outdoor Cooking, Grill Safe, Restaurant Chef Quality\", \"asin\": \"B08RZ7JX7R\", \"price\": \"$13.94\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Pre-Seasoned Cast Iron Skillet Set of 3 | 6\\\", 8\\\" & 10\\\" Cast Iron Frying Pans with 3 Heat-Resistant Holders - Indoor and Outdoor Use - Oven Grill Stovetop Induction Safe Cookware\", \"asin\": \"B07RQ3RFQ2\", \"price\": \"$32.91\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Lodge Cast Iron Baker\\u2019s Skillet 10.25 inch\", \"asin\": \"B0971M529B\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Cast Iron Skillet 3-Piece Set - Heavy-Duty Professional Restaurant Chef Quality Pre-Seasoned Pan Cookware Set - 10\\\", 8\\\", 6\\\" Pans - For Frying, Saute, Cooking, Pizza & More,Black\", \"asin\": \"B01FSPRME8\", \"price\": \"$36.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Cuisinel Cast Iron Skillet with Lid - 12\\\"-inch Pre-Seasoned Covered Frying Pan Set + Silicone Handle & Lid Holders + Scraper/Cleaner - Indoor/Outdoor, Oven, Stovetop, Camping Fire, Grill Safe Cookware\", \"asin\": \"B093TCYF9T\", \"price\": \"$44.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge L5WS3 Cast Iron Wonder Skillet, Pre-Seasoned, 5.5 -inch\", \"asin\": \"B000809QN4\", \"price\": \"$7.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 9 Inch Cast Iron Pre-Seasoned Skillet \\u2013 Signature Teardrop Handle - Use in the Oven, on the Stove, on the Grill, or Over a Campfire, Black\", \"asin\": \"B00063RWTS\", \"price\": \"$18.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Cuisinel Cast Iron Skillet with Lid - 12\\\"-inch Pre-Seasoned Covered Frying Pan Set + Silicone Handle & Lid Holders + Scraper/Cleaner - Indoor/Outdoor, Oven, Stovetop, Camping Fire, Grill Safe Cookware\", \"asin\": \"B093TCYF9T\", \"price\": \"$44.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Flambo Skillet #10 - Naturally Non-Stick 10 Inch Pre-Seasoned Cast Iron Frying Pan - Smooth Nonstick Finish for Grilling, Frying, Sauteing, Searing, Baking - Use on Oven, Stove, Grill, or Campfire\", \"asin\": \"B0DCVJRKZC\", \"price\": \"$89.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Camp Chef Cast Iron Pizza Pan - Pizza Pan Perfect for Indoor & Outdoor Use - 14\\\"\", \"asin\": \"B000Q01WBU\", \"price\": \"$39.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Mercer Culinary Pre-Seasoned Cast Iron Skillet, 8-Inch\", \"asin\": \"B09C2QXDF1\", \"price\": \"$16.17\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 12\\\" Cast Iron Skillet - Chef Collection - Perfect Sear - Ergonomic Handles - Superior Heat Retention - Cast Iron Cookware & Skillet\", \"asin\": \"B07Z6TV9Y7\", \"price\": \"$39.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Seasoned Cast Iron 3 Skillet Bundle. 12 inches and 10.25 inches with 8 inch Set of 3 Cast Iron Frying Pans\", \"asin\": \"B071FPMSYJ\", \"price\": \"$89.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Yellowstone - 12\\\" Skillet\", \"asin\": \"B0BFGF2QXC\", \"price\": \"$29.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Caron & Doucet - Cast Iron Cleaning Soap | 100% Plant-Based Soap | Best for Cleaning, Restoring, Removing Rust and Care Before Seasoning | For Skillets, Pans & Cast Iron Cookware\\u2026 (8 oz)\", \"asin\": \"B01FH22FVM\", \"price\": \"$12.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Lodge Cast Iron Blacklock Skillet, Triple Seasoned - 7 in\", \"asin\": \"B085VZXGG4\", \"price\": \"$39.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Cast Iron Scrubber | Dish Scrub Brush | 316 Cleaner Chainmail Scrubber for Cast Iron Pan Skillet Cleaner - Dish Scouring Pad Dishwasher Safe Cleaning Kit, Black 02\", \"asin\": \"B0D6W5QY65\", \"price\": \"$13.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"AORAN Electric Frying Pan with Lid, Multifunctional Electric Skillet for Frying, Grilling, Boiling & Cooking, Nonstick, Compact, Easy-to-Clean, Adjustable Temp Control Black\", \"asin\": \"B0DM235H4Q\", \"price\": \"$39.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Le Creuset Enameled Cast Iron Signature Iron Handle Skillet, 11.75\\\" (2-3/8 qt.), Marseille\", \"asin\": \"B00B4UOTF2\", \"price\": \"$249.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Cuisinel Cast Iron Skillet with Lid - 12\\\"-Inch Frying Pan + Glass Cover + Silicone Handle Holder - Pre-Seasoned Oven Safe Cookware - Indoor/Outdoor Use - Grill, BBQ, Fire, Stovetop, Induction\", \"asin\": \"B07HK6FWQ6\", \"price\": \"$44.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Amazon Basics Pre-Seasoned Cast Iron Skillet, Heavy-Duty & Large, 15\\\", Black\", \"asin\": \"B073Q8P6CQ\", \"price\": \"$42.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 8\\\" Cast Iron Skillet - Chef Collection - Perfect Sear - Ergonomic Handles - Superior Heat Retention - Cast Iron Cookware & Skillet\", \"asin\": \"B08J5W3SCG\", \"price\": \"$19.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Backcountry Iron 12 Inch Round Large Pre-Seasoned Cast Iron Skillet\", \"asin\": \"B074ND5RDT\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Seasoned Cast Iron 5 Piece Bundle. 10.25\\\" Skillet, 8\\\" Skillet, 10.5\\\" Griddle, 10.25\\\" Dutch Oven, and 10.25\\\" Lid, Black\", \"asin\": \"B004QM8SLG\", \"price\": \"$99.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"2-in-1 Pre-Seasoned Cast Iron Dutch Oven Pot with Skillet Lid Cooking Pan, Cast Iron Skillet Cookware Pan Set with Dual Handles Indoor Outdoor for Bread, Frying, Baking, Camping, BBQ, 5QT\", \"asin\": \"B08YJY9PRD\", \"price\": \"$39.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 17 Inch Pre-Seasoned Cast Iron Skillet - Dual Assist Handles - Use in the Oven, on the Stove, on the Grill, or Over a Campfire - Black\", \"asin\": \"B00063RWVG\", \"price\": \"$69.90\", \"delivery\": \"FREE delivery Apr 24 - May 5 for Prime members\"},\n{\"title\": \"Lodge 5 Quart Pre-Seasoned Cast Iron Deep Skillet with Lid - Signature Teardrop Handle & Assist Handle - Use in the Oven, on the Stove or Grill, or Over a Campfire - Use to Sear, Saut\\u00e9, Bake, Broil, Braise, Fry, or Grill - Black\", \"asin\": \"B00063RWXO\", \"price\": \"$67.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Wildlife Series - 8 Inch Seasoned Cast Iron Skillet with Duck Scene\", \"asin\": \"B076X62LVP\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Backcountry Iron 12 Inch Smooth Wasatch Pre-Seasoned Round Cast Iron Skillet\", \"asin\": \"B09CWYWT68\", \"price\": \"$130.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Cast Iron Skillet with Red Silicone Hot Handle Holder, 10.25-inch\", \"asin\": \"B00WTSCXIS\", \"price\": \"$35.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Wildlife Series-6.5\\\" Cast Iron Skillet with Wolf Scene, Black\", \"asin\": \"B07GRNX5FJ\", \"price\": \"$15.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge LDP3 Cast Iron Rectangular Reversible Grill/Griddle, 9.5-inch x 16.75-inch, Black\", \"asin\": \"B002CMLTXG\", \"price\": \"$34.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Cast Iron Chef Collection Skillet, Pre-seasoned - 10 in\", \"asin\": \"B07Z6VC895\", \"price\": \"$27.86\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Modern Innovations 10 Inch Cast Iron Skillet, Pre-Seasoned Smooth Polished Surface, Heavy-Duty, Naturally Non-Stick 100% Cast Iron Frying Pan- Saute, Sear & Grill on Campfires, Stoves & Ovens\", \"asin\": \"B0DP1KPQQG\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Cast Iron Square 11\\\" Griddle\", \"asin\": \"B09VJJN5XH\", \"price\": \"$27.63\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"6 Inch Cast Iron Skillet, Frying Pan with Drip-Spouts, Pre-seasoned Oven Safe Cookware, Camping Indoor and Outdoor Cooking, Grill Safe, Restaurant Chef Quality\", \"asin\": \"B08RZ7JX7R\", \"price\": \"$13.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 8 Inch Dolly Parton Pre-Seasoned Cast Iron Stamped Skillet - Signature Teardrop Handle - Use in the Oven, on the Stove, on the Grill, or Over a Campfire - Jolene\", \"asin\": \"B0DC7W876V\", \"price\": \"$23.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Megachef 13 Piece Pre-Seasoned Cast Iron Skillet Set with Temperd Glass Lids and Silicone Holders\", \"asin\": \"B0CVP6GBLN\", \"price\": \"$76.72\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Greater Goods 10-Inch Cast Iron Skillet, Organically Pre-Seasoned, Heavy-Duty Pan for Frying, Baking, Grilling, Indoor and Outdoor Cooking\", \"asin\": \"B07PP9TPRZ\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"FINEX 10\\\" Cast Iron Skillet with Lid, Modern Heirloom, Handcrafted in the USA, Pre-seasoned with Organic Flaxseed Oil\", \"asin\": \"B01DWXAI2G\", \"price\": \"$249.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 3.6 Quart Enameled Cast Iron Oval Casserole With Lid \\u2013 Dual Handles \\u2013 Oven Safe up to 500\\u00b0 F or on Stovetop - Use to Marinate, Cook, Bake, Refrigerate and Serve \\u2013 Caribbean Blue\", \"asin\": \"B000N4UX4Q\", \"price\": \"$69.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Seasoned Cast Iron Sugar Skull Skillet, 10.25 Inch\", \"asin\": \"B0BFBRNN91\", \"price\": \"$25.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Cast Iron Skillet Set -3 Piece 6 inch, 8 inch and 10 inch Cast Iron Pan, with Silicone Handles+Scraper+Dish Sponge - Oven Grill Stovetop Safe Cookware., 6.8.10inch, Black\", \"asin\": \"B0CR17P8GY\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Jim Beam HEA Set of 3 Pre Seasoned Cast Iron Skillets with Even Distribution and Heat Retention-6\\\" 8\\\" 10\\\", 10'', Black,JB0195\", \"asin\": \"B07CS1FKMY\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9 Only 14 left in stock (more on the way).\"},\n{\"title\": \"GreenPan x Bobby Flay 12\\u201d Cast Iron Pre-Seasoned Skillet with Helper Handle, Professional Grade Heavy Duty, Induction Suitable, Versatile Stovetop, Oven, BBQ, Fire & Grill, Indoor/Outdoor Use, Black\", \"asin\": \"B0DDFWC4JK\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge L8SKL Cast Iron Pan, 10.25\\\", Black\", \"asin\": \"B071VT8PL8\", \"price\": \"$21.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Seasoned Cast Iron Skillet with Scrub Brush- 12 inch Cast Iron Frying Pan With 10 inch Bristle Brush\", \"asin\": \"B071J9H4RK\", \"price\": \"$40.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, 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\": \"2025-04-08T07:34:09.769Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"cast iron skillet\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Cuisinel Cast Iron Skillet + Lid - 2-In-1 Multi Cooker - Deep Pot + Frying Pan - 3-Qt Dutch Oven - Pre-Seasoned Oven Cookware - Works for Bread, Indoor/Outdoor, Grill, Stovetop and Induction Cast Iron\", \"asin\": \"B076PR8LT5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Enameled Cast Iron Grill Pan - 10.5\\u201d Grill Pan for Stovetop Cooking - 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Gray \", \"asin\": \"B0DJRZ621H\", \"price\": \"$175.00\", \"quantity\": \"\"},\n{\"title\": \"Cuisinel 15\\\" Cast Iron Skillet + Glass Lid Cover + Black Pan Scraper + Silicone Handle Grip Cover - Pre-seasoned Kitchen Cookware - Indoor/Outdoor - Camping, Grilling, BBQ, Oven Use Cast Iron\", \"asin\": \"B09BW2TGRZ\", \"price\": \"$67.49\", \"quantity\": \"\"},\n{\"title\": \"IKTU Ceramic Nonstick Deep Frying Pan, 11Inch Nonstick 4Qt Saute Pan with Helper Handle and Lid, Large Skillet Pan Induction Cookware with Detachable Handle, PFAS PFOA & PTFE Free \", \"asin\": \"B0D4M712TD\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"6 Inch Cast Iron Skillet, Frying Pan with Drip-Spouts, Pre-seasoned Oven Safe Cookware, Camping Indoor and Outdoor Cooking, Grill Safe, Restaurant Chef Quality Cast Iron\", \"asin\": \"B08RZ7JX7R\", \"price\": \"$13.94\", \"quantity\": \"\"},\n{\"title\": \"Anolon Smart Stack Hard Anodized Nonstick Frying Pan Set / Skillet Set - 8.5 Inch and 10 Inch, Black Aluminum\", \"asin\": \"B07TMJ5Q6T\", \"price\": \"$79.00\", \"quantity\": \"\"},\n{\"title\": \"Cuisinel Cast Iron Skillet + Lid - 2-In-1 Multi Cooker - Deep Pot + Frying Pan - 3-Qt Dutch Oven - Pre-Seasoned Oven Cookware - Works for Bread, Indoor/Outdoor, Grill, Stovetop and Induction Cast Iron\", \"asin\": \"B076PR8LT5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Lodge Cast Iron Blacklock Skillet, Triple Seasoned - 7 in Cast Iron\", \"asin\": \"B085VZXGG4\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Cuisinel Cast Iron Skillet with Lid - 12\\\"-inch Pre-Seasoned Covered Frying Pan Set + Silicone Handle & Lid Holders + Scraper/Cleaner - Indoor/Outdoor, Oven, Stovetop, Camping Fire, Grill Safe Cookware Cast Iron\", \"asin\": \"B093TCYF9T\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"6 Inch Cast Iron Skillet, Frying Pan with Drip-Spouts, Pre-seasoned Oven Safe Cookware, Camping Indoor and Outdoor Cooking, Grill Safe, Restaurant Chef Quality Cast Iron\", \"asin\": \"B08RZ7JX7R\", \"price\": \"$13.94\", \"quantity\": \"\"},\n{\"title\": \"10 Inch Smooth & Light Cast Iron Skillets with Handle Cover - Pre-Seasoned Cast Iron Pan - Easy to Clean Polished Cast Iron Frying Pan Use in the Oven, on the Stove or Grill, Over a Campfire Cast Iron\", \"asin\": \"B0DMDT81D2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Cast Iron Skillet - 10\\\"-Inch Frying Pan with Pour Spouts + Pan Scraper + Silicone Grip Handle Cover Holder - Pre-Seasoned Oven Cookware - Indoor/Outdoor Use - BBQ, Firepit, Stovetop, Induction Use Cast Iron\", \"asin\": \"B071JP7PZQ\", \"price\": \"$17.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"GreenPan x Bobby Flay Stainless Steel 8\\u201d & 10\\u201d Frying Pan Skillet Set, Professional Grade Tri Ply, PFAS-Free Ceramic Nonstick, Induction Suitable, Dishwasher & Oven Safe, Stay Cool Handle\", \"asin\": \"B0DDL9K9JC\"},\n{\"title\": \"GreenPan x Bobby Flay Stainless Steel 12 Piece Cookware Pots and Pans Set, Professional Grade Tri Ply, PFAS-Free Ceramic Nonstick, Induction Suitable, Dishwasher & Oven Safe, Stay Cool Handles\", \"asin\": \"B0DDLCFK8Z\"},\n{\"title\": \"GreenPan x Bobby Flay Stainless Steel 12\\u201d Frying Pan Skillet with Glass Lid, Professional Grade Tri Ply, PFAS-Free Ceramic Nonstick, Induction Suitable, Dishwasher & Oven Safe, Stay Cool Handle\", \"asin\": \"B0DDFTDPMZ\"}],\n\"search_results\": [{\"title\": \"Lodge 10.25 Inch Cast Iron Pre-Seasoned Skillet \\u2013 Signature Teardrop Handle - Use in the Oven, on the Stove, on the Grill, or Over a Campfire, Black\", \"asin\": \"B00006JSUA\", \"price\": \"$24.05\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Commercial CHEF 6.5 Inch Cast Iron Skillet, Black\", \"asin\": \"B01G5LGEWA\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Utopia Kitchen Saute Frying Pan 12 Inch, Cast Iron Chefs Pan, Pre Seasoned Cast iron Skillet, Safe Grill Cookware for Indoor & Outdoor Use, Black\", \"asin\": \"B00X4WQMAS\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Cast Iron Skillet with Red Silicone Hot Handle Holder, 12-inch\", \"asin\": \"B00G2XGC88\", \"price\": \"$29.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Wildlife Series-6.5\\\" Cast Iron Skillet with Wolf Scene, Black\", \"asin\": \"B07GRNX5FJ\", \"price\": \"$15.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 12 Inch Pre-Seasoned Cast Iron Skillet - Dual Assist Handles - Use in the Oven, on the Stove, on the Grill, or Over a Campfire - Black\", \"asin\": \"B0714CXBTF\", \"price\": \"$24.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge L9OG3 Cast Iron Round Griddle, Pre-Seasoned, 10.5-inch\", \"asin\": \"B00008GKDN\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Utopia Kitchen Saute Frying Pan 12 Inch, Cast Iron Chefs Pan, Pre Seasoned Cast iron Skillet With Lid, Safe Grill Cookware for Indoor & Outdoor Use, Black\", \"asin\": \"B01FXKSAFI\", \"price\": \"$26.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge L8SGP3 Cast Iron Square Grill Pan, Pre-Seasoned, 10.5-inch\", \"asin\": \"B0000CF66W\", \"price\": \"$19.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge L5WS3 Cast Iron Wonder Skillet, Pre-Seasoned, 5.5 -inch\", \"asin\": \"B000809QN4\", \"price\": \"$7.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Utopia Kitchen Saute Frying Pan 3 Piece Set, Cast Iron Chefs Pan, Pre Seasoned Cast iron Skillets, 6, 8 & 10 Inches, Easy Use in the Oven, Stove, Grill, or Campfire, Black\", \"asin\": \"B06X8ZFGHP\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Cuisinel Cast Iron Skillet + Lid - 2-In-1 Multi Cooker - Deep Pot + Frying Pan - 3-Qt Dutch Oven - Pre-Seasoned Oven Cookware - Works for Bread, Indoor/Outdoor, Grill, Stovetop and Induction\", \"asin\": \"B076PR8LT5\", \"price\": \"$39.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Cast Iron Skillet - 10\\\"-Inch Frying Pan with Pour Spouts + Pan Scraper + Silicone Grip Handle Cover Holder - Pre-Seasoned Oven Cookware - Indoor/Outdoor Use - BBQ, Firepit, Stovetop, Induction Use\", \"asin\": \"B071JP7PZQ\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Lodge Cast Iron Blacklock Skillet, Triple Seasoned - 7 in\", \"asin\": \"B085VZXGG4\", \"price\": \"$39.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"6 Inch Cast Iron Skillet, Frying Pan with Drip-Spouts, Pre-seasoned Oven Safe Cookware, Camping Indoor and Outdoor Cooking, Grill Safe, Restaurant Chef Quality\", \"asin\": \"B08RZ7JX7R\", \"price\": \"$13.94\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Mercer Culinary Pre-Seasoned Cast Iron Skillet, 8-Inch\", \"asin\": \"B09C2QXDF1\", \"price\": \"$16.17\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Cast Iron Baker\\u2019s Skillet 10.25 inch\", \"asin\": \"B0971M529B\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Pre-Seasoned Cast Iron Skillet Set - 3 Piece Frying Pan With Heat-Resistant Handles (6, 8, 10 Inch) for Frying, Saute, Pizza, Oven Safe (Black)\", \"asin\": \"B0B463KKS3\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Wildlife Series - 8 Inch Seasoned Cast Iron Skillet with Duck Scene\", \"asin\": \"B076X62LVP\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Wildlife Series-6.5\\\" Cast Iron Skillet with Wolf Scene, Black\", \"asin\": \"B07GRNX5FJ\", \"price\": \"$15.69\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Lodge Wildlife Series - 8 Inch Seasoned Cast Iron Skillet with Duck Scene\", \"asin\": \"B076X62LVP\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Cuisinel Cast Iron Skillet with Lid - 12\\\"-inch Pre-Seasoned Covered Frying Pan Set + Silicone Handle & Lid Holders + Scraper/Cleaner - Indoor/Outdoor, Oven, Stovetop, Camping Fire, Grill Safe Cookware\", \"asin\": \"B093TCYF9T\", \"price\": \"$44.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Pre-Seasoned Cast Iron Skillet Set of 3 | 6\\\", 8\\\" & 10\\\" Cast Iron Frying Pans with 3 Heat-Resistant Holders - Indoor and Outdoor Use - Oven Grill Stovetop Induction Safe Cookware\", \"asin\": \"B07RQ3RFQ2\", \"price\": \"$32.91\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Cuisinel Cast Iron Skillet Set - 8\\\" + 10\\\" + 12\\\"-Inch Pre-Seasoned Frying Pans + Silicone Handle Grip Covers - Use Indoor/Outdoor, Oven, Grill, Stove, BBQ, Fire, Induction - Kitchen/Camping Cookware\", \"asin\": \"B09NZHZKGX\", \"price\": \"$43.53\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 8\\\" Cast Iron Skillet - Chef Collection - Perfect Sear - Ergonomic Handles - Superior Heat Retention - Cast Iron Cookware & Skillet\", \"asin\": \"B08J5W3SCG\", \"price\": \"$19.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Cuisinel Cast Iron Skillet with Lid - 12\\\"-inch Pre-Seasoned Covered Frying Pan Set + Silicone Handle & Lid Holders + Scraper/Cleaner - Indoor/Outdoor, Oven, Stovetop, Camping Fire, Grill Safe Cookware\", \"asin\": \"B093TCYF9T\", \"price\": \"$44.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Cast Iron Skillet 3-Piece Set - Heavy-Duty Professional Restaurant Chef Quality Pre-Seasoned Pan Cookware Set - 10\\\", 8\\\", 6\\\" Pans - For Frying, Saute, Cooking, Pizza & More,Black\", \"asin\": \"B01FSPRME8\", \"price\": \"$36.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 9 Inch Cast Iron Pre-Seasoned Skillet \\u2013 Signature Teardrop Handle - Use in the Oven, on the Stove, on the Grill, or Over a Campfire, Black\", \"asin\": \"B00063RWTS\", \"price\": \"$18.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"8\\\" Pre-Seasoned Cast Iron Skillet, Lightweight Non-Stick Frying Pan with Detachable Wooden Handle, PFAS/PFOA Free, Dishwasher & Oven Safe (500\\u00b0F)\", \"asin\": \"B0DK6TF5HJ\", \"price\": \"$20.99\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 10 Only 10 left in stock - order soon.\"},\n{\"title\": \"11-Inch Nonstick Cast Iron Skillet - Honeycomb Durable Nonstick Frying Pan, Lightweight & Long-Lasting, Oven & Dishwasher Safe, Detachable Handle - Gift for Home Cooks\", \"asin\": \"B0CZXM9RDQ\", \"price\": \"$25.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Joyce Chen 23-0003, Lightweight Cast Iron Stir Fry, 11.5-Inch\", \"asin\": \"B001HZXZMM\", \"price\": \"$22.99\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 10 Only 1 left in stock - order soon.\"},\n{\"title\": \"Lodge Yellowstone - 12\\\" Skillet\", \"asin\": \"B0BFGF2QXC\", \"price\": \"$29.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Seasoned Cast Iron 3 Skillet Bundle. 12 inches and 10.25 inches with 8 inch Set of 3 Cast Iron Frying Pans\", \"asin\": \"B071FPMSYJ\", \"price\": \"$89.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 12\\\" Cast Iron Skillet - Chef Collection - Perfect Sear - Ergonomic Handles - Superior Heat Retention - Cast Iron Cookware & Skillet\", \"asin\": \"B07Z6TV9Y7\", \"price\": \"$39.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Le Creuset Enameled Cast Iron Signature Iron Handle Skillet, 11.75\\\" (2-3/8 qt.), Marseille\", \"asin\": \"B00B4UOTF2\", \"price\": \"$249.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"2-in-1 Pre-Seasoned Cast Iron Dutch Oven Pot with Skillet Lid Cooking Pan, Cast Iron Skillet Cookware Pan Set with Dual Handles Indoor Outdoor for Bread, Frying, Baking, Camping, BBQ, 5QT\", \"asin\": \"B08YJY9PRD\", \"price\": \"$39.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Seasoned Cast Iron 5 Piece Bundle. 10.25\\\" Skillet, 8\\\" Skillet, 10.5\\\" Griddle, 10.25\\\" Dutch Oven, and 10.25\\\" Lid, Black\", \"asin\": \"B004QM8SLG\", \"price\": \"$99.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Cuisinel Cast Iron Skillet with Lid - 12\\\"-Inch Frying Pan + Glass Cover + Silicone Handle Holder - Pre-Seasoned Oven Safe Cookware - Indoor/Outdoor Use - Grill, BBQ, Fire, Stovetop, Induction\", \"asin\": \"B07HK6FWQ6\", \"price\": \"$44.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 17 Inch Pre-Seasoned Cast Iron Skillet - Dual Assist Handles - Use in the Oven, on the Stove, on the Grill, or Over a Campfire - Black\", \"asin\": \"B00063RWVG\", \"price\": \"$69.90\", \"delivery\": \"FREE delivery Apr 24 - May 5 for Prime members\"},\n{\"title\": \"Amazon Basics Pre-Seasoned Cast Iron Skillet, Heavy-Duty & Large, 15\\\", Black\", \"asin\": \"B073Q8P6CQ\", \"price\": \"$42.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Backcountry Iron 12 Inch Round Large Pre-Seasoned Cast Iron Skillet\", \"asin\": \"B074ND5RDT\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Cast Iron Skillet with Red Silicone Hot Handle Holder, 10.25-inch\", \"asin\": \"B00WTSCXIS\", \"price\": \"$35.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"6 Inch Cast Iron Skillet, Frying Pan with Drip-Spouts, Pre-seasoned Oven Safe Cookware, Camping Indoor and Outdoor Cooking, Grill Safe, Restaurant Chef Quality\", \"asin\": \"B08RZ7JX7R\", \"price\": \"$13.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 5 Quart Pre-Seasoned Cast Iron Deep Skillet with Lid - Signature Teardrop Handle & Assist Handle - Use in the Oven, on the Stove or Grill, or Over a Campfire - Use to Sear, Saut\\u00e9, Bake, Broil, Braise, Fry, or Grill - Black\", \"asin\": \"B00063RWXO\", \"price\": \"$67.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Backcountry Iron 12 Inch Smooth Wasatch Pre-Seasoned Round Cast Iron Skillet\", \"asin\": \"B09CWYWT68\", \"price\": \"$130.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Victoria 10-Inch Cast Iron Skillet, Pre-Seasoned Cast-Iron Frying Pan with Long Handle, Made in Colombia\", \"asin\": \"B01726HDY0\", \"price\": \"$23.25\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Cast Iron Chef Collection Skillet, Pre-seasoned - 10 in\", \"asin\": \"B07Z6VC895\", \"price\": \"$27.86\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Modern Innovations 10 Inch Cast Iron Skillet, Pre-Seasoned Smooth Polished Surface, Heavy-Duty, Naturally Non-Stick 100% Cast Iron Frying Pan- Saute, Sear & Grill on Campfires, Stoves & Ovens\", \"asin\": \"B0DP1KPQQG\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge LDP3 Cast Iron Rectangular Reversible Grill/Griddle, 9.5-inch x 16.75-inch, Black\", \"asin\": \"B002CMLTXG\", \"price\": \"$34.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge L8SKL Cast Iron Pan, 10.25\\\", Black\", \"asin\": \"B071VT8PL8\", \"price\": \"$21.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 8 Inch Dolly Parton Pre-Seasoned Cast Iron Stamped Skillet - Signature Teardrop Handle - Use in the Oven, on the Stove, on the Grill, or Over a Campfire - Jolene\", \"asin\": \"B0DC7W876V\", \"price\": \"$23.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Cast Iron Square 11\\\" Griddle\", \"asin\": \"B09VJJN5XH\", \"price\": \"$27.63\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Cast Iron Skillet Set -3 Piece 6 inch, 8 inch and 10 inch Cast Iron Pan, with Silicone Handles+Scraper+Dish Sponge - Oven Grill Stovetop Safe Cookware., 6.8.10inch, Black\", \"asin\": \"B0CR17P8GY\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Megachef 13 Piece Pre-Seasoned Cast Iron Skillet Set with Temperd Glass Lids and Silicone Holders\", \"asin\": \"B0CVP6GBLN\", \"price\": \"$76.72\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Cast Iron Skillet 10 Inch - Professional Pre-Seasoned Heavy-Duty Pan Cookware Pans with Scraper & Handle Sleeve for Frying, Saut\\u00e9ing, Cooking, Baking.\", \"asin\": \"B0D4VVN7WN\", \"price\": \"$21.44\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 10 Only 15 left in stock - order soon.\"},\n{\"title\": \"Lodge Seasoned Cast Iron Sugar Skull Skillet, 10.25 Inch\", \"asin\": \"B0BFBRNN91\", \"price\": \"$25.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Greater Goods 10-Inch Cast Iron Skillet, Organically Pre-Seasoned, Heavy-Duty Pan for Frying, Baking, Grilling, Indoor and Outdoor Cooking\", \"asin\": \"B07PP9TPRZ\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 3.6 Quart Enameled Cast Iron Oval Casserole With Lid \\u2013 Dual Handles \\u2013 Oven Safe up to 500\\u00b0 F or on Stovetop - Use to Marinate, Cook, Bake, Refrigerate and Serve \\u2013 Caribbean Blue\", \"asin\": \"B000N4UX4Q\", \"price\": \"$69.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"FINEX 10\\\" Cast Iron Skillet with Lid, Modern Heirloom, Handcrafted in the USA, Pre-seasoned with Organic Flaxseed Oil\", \"asin\": \"B01DWXAI2G\", \"price\": \"$249.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Jim Beam HEA Set of 3 Pre Seasoned Cast Iron Skillets with Even Distribution and Heat Retention-6\\\" 8\\\" 10\\\", 10'', Black,JB0195\", \"asin\": \"B07CS1FKMY\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9 Only 14 left in stock (more on the way).\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T07:35:41.701Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T07:35:41.701Z
click
search
rule
train
2,761
2025-04-08T07:35:41.701Z
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": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "cast iron skillet"}], "promotion_items": [{"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "", "asin": "", "quantity": ""}, {"title": "Cuisinel Cast Iron Skillet + Lid - 2-In-1 Multi Cooker - Deep Pot + Frying Pan - 3-Qt Dutch Oven - Pre-Seasoned Oven Cookware - Works for Bread, Indoor/Outdoor, Grill, Stovetop and Induction Cast Iron", "asin": "B076PR8LT5", "price": "$39.99", "quantity": ""}, {"title": "Caraway Enameled Cast Iron Grill Pan - 10.5\u201d Grill Pan for Stovetop Cooking - 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Gray ", "asin": "B0DJRZ621H", "price": "$175.00", "quantity": ""}, {"title": "Cuisinel 15\" Cast Iron Skillet + Glass Lid Cover + Black Pan Scraper + Silicone Handle Grip Cover - Pre-seasoned Kitchen Cookware - Indoor/Outdoor - Camping, Grilling, BBQ, Oven Use Cast Iron", "asin": "B09BW2TGRZ", "price": "$67.49", "quantity": ""}, {"title": "IKTU Ceramic Nonstick Deep Frying Pan, 11Inch Nonstick 4Qt Saute Pan with Helper Handle and Lid, Large Skillet Pan Induction Cookware with Detachable Handle, PFAS PFOA & PTFE Free ", "asin": "B0D4M712TD", "price": "$26.99", "quantity": ""}, {"title": "6 Inch Cast Iron Skillet, Frying Pan with Drip-Spouts, Pre-seasoned Oven Safe Cookware, Camping Indoor and Outdoor Cooking, Grill Safe, Restaurant Chef Quality Cast Iron", "asin": "B08RZ7JX7R", "price": "$13.94", "quantity": ""}, {"title": "Anolon Smart Stack Hard Anodized Nonstick Frying Pan Set / Skillet Set - 8.5 Inch and 10 Inch, Black Aluminum", "asin": "B07TMJ5Q6T", "price": "$79.00", "quantity": ""}, {"title": "Cuisinel Cast Iron Skillet + Lid - 2-In-1 Multi Cooker - Deep Pot + Frying Pan - 3-Qt Dutch Oven - Pre-Seasoned Oven Cookware - Works for Bread, Indoor/Outdoor, Grill, Stovetop and Induction Cast Iron", "asin": "B076PR8LT5", "price": "$39.99", "quantity": ""}, {"title": "Lodge Cast Iron Blacklock Skillet, Triple Seasoned - 7 in Cast Iron", "asin": "B085VZXGG4", "price": "$39.99", "quantity": ""}, {"title": "Cuisinel Cast Iron Skillet with Lid - 12\"-inch Pre-Seasoned Covered Frying Pan Set + Silicone Handle & Lid Holders + Scraper/Cleaner - Indoor/Outdoor, Oven, Stovetop, Camping Fire, Grill Safe Cookware Cast Iron", "asin": "B093TCYF9T", "price": "$44.99", "quantity": ""}, {"title": "6 Inch Cast Iron Skillet, Frying Pan with Drip-Spouts, Pre-seasoned Oven Safe Cookware, Camping Indoor and Outdoor Cooking, Grill Safe, Restaurant Chef Quality Cast Iron", "asin": "B08RZ7JX7R", "price": "$13.94", "quantity": ""}, {"title": "10 Inch Smooth & Light Cast Iron Skillets with Handle Cover - Pre-Seasoned Cast Iron Pan - Easy to Clean Polished Cast Iron Frying Pan Use in the Oven, on the Stove or Grill, Over a Campfire Cast Iron", "asin": "B0DMDT81D2", "price": "$59.99", "quantity": ""}, {"title": "Cast Iron Skillet - 10\"-Inch Frying Pan with Pour Spouts + Pan Scraper + Silicone Grip Handle Cover Holder - Pre-Seasoned Oven Cookware - Indoor/Outdoor Use - BBQ, Firepit, Stovetop, Induction Use Cast Iron", "asin": "B071JP7PZQ", "price": "$17.99", "quantity": ""}], "ads": [{"title": "GreenPan x Bobby Flay Stainless Steel 8\u201d & 10\u201d Frying Pan Skillet Set, Professional Grade Tri Ply, PFAS-Free Ceramic Nonstick, Induction Suitable, Dishwasher & Oven Safe, Stay Cool Handle", "asin": "B0DDL9K9JC"}, {"title": "GreenPan x Bobby Flay Stainless Steel 12 Piece Cookware Pots and Pans Set, Professional Grade Tri Ply, PFAS-Free Ceramic Nonstick, Induction Suitable, Dishwasher & Oven Safe, Stay Cool Handles", "asin": "B0DDLCFK8Z"}, {"title": "GreenPan x Bobby Flay Stainless Steel 12\u201d Frying Pan Skillet with Glass Lid, Professional Grade Tri Ply, PFAS-Free Ceramic Nonstick, Induction Suitable, Dishwasher & Oven Safe, Stay Cool Handle", "asin": "B0DDFTDPMZ"}], "search_results": [{"title": "Lodge 10.25 Inch Cast Iron Pre-Seasoned Skillet \u2013 Signature Teardrop Handle - Use in the Oven, on the Stove, on the Grill, or Over a Campfire, Black", "asin": "B00006JSUA", "price": "$24.05", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Commercial CHEF 6.5 Inch Cast Iron Skillet, Black", "asin": "B01G5LGEWA", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Utopia Kitchen Saute Frying Pan 12 Inch, Cast Iron Chefs Pan, Pre Seasoned Cast iron Skillet, Safe Grill Cookware for Indoor & Outdoor Use, Black", "asin": "B00X4WQMAS", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge Cast Iron Skillet with Red Silicone Hot Handle Holder, 12-inch", "asin": "B00G2XGC88", "price": "$29.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge Wildlife Series-6.5\" Cast Iron Skillet with Wolf Scene, Black", "asin": "B07GRNX5FJ", "price": "$15.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge 12 Inch Pre-Seasoned Cast Iron Skillet - Dual Assist Handles - Use in the Oven, on the Stove, on the Grill, or Over a Campfire - Black", "asin": "B0714CXBTF", "price": "$24.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge L9OG3 Cast Iron Round Griddle, Pre-Seasoned, 10.5-inch", "asin": "B00008GKDN", "price": "$19.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Utopia Kitchen Saute Frying Pan 12 Inch, Cast Iron Chefs Pan, Pre Seasoned Cast iron Skillet With Lid, Safe Grill Cookware for Indoor & Outdoor Use, Black", "asin": "B01FXKSAFI", "price": "$26.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge L8SGP3 Cast Iron Square Grill Pan, Pre-Seasoned, 10.5-inch", "asin": "B0000CF66W", "price": "$19.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge L5WS3 Cast Iron Wonder Skillet, Pre-Seasoned, 5.5 -inch", "asin": "B000809QN4", "price": "$7.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Utopia Kitchen Saute Frying Pan 3 Piece Set, Cast Iron Chefs Pan, Pre Seasoned Cast iron Skillets, 6, 8 & 10 Inches, Easy Use in the Oven, Stove, Grill, or Campfire, Black", "asin": "B06X8ZFGHP", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Cuisinel Cast Iron Skillet + Lid - 2-In-1 Multi Cooker - Deep Pot + Frying Pan - 3-Qt Dutch Oven - Pre-Seasoned Oven Cookware - Works for Bread, Indoor/Outdoor, Grill, Stovetop and Induction", "asin": "B076PR8LT5", "price": "$39.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 9 "}, {"title": "Cast Iron Skillet - 10\"-Inch Frying Pan with Pour Spouts + Pan Scraper + Silicone Grip Handle Cover Holder - Pre-Seasoned Oven Cookware - Indoor/Outdoor Use - BBQ, Firepit, Stovetop, Induction Use", "asin": "B071JP7PZQ", "price": "$17.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 9 "}, {"title": "Lodge Cast Iron Blacklock Skillet, Triple Seasoned - 7 in", "asin": "B085VZXGG4", "price": "$39.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 9 "}, {"title": "6 Inch Cast Iron Skillet, Frying Pan with Drip-Spouts, Pre-seasoned Oven Safe Cookware, Camping Indoor and Outdoor Cooking, Grill Safe, Restaurant Chef Quality", "asin": "B08RZ7JX7R", "price": "$13.94", "delivery": " One-DayFREE delivery Tomorrow, Apr 9 "}, {"title": "Mercer Culinary Pre-Seasoned Cast Iron Skillet, 8-Inch", "asin": "B09C2QXDF1", "price": "$16.17", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge Cast Iron Baker\u2019s Skillet 10.25 inch", "asin": "B0971M529B", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Pre-Seasoned Cast Iron Skillet Set - 3 Piece Frying Pan With Heat-Resistant Handles (6, 8, 10 Inch) for Frying, Saute, Pizza, Oven Safe (Black)", "asin": "B0B463KKS3", "price": "$28.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge Wildlife Series - 8 Inch Seasoned Cast Iron Skillet with Duck Scene", "asin": "B076X62LVP", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge Wildlife Series-6.5\" Cast Iron Skillet with Wolf Scene, Black", "asin": "B07GRNX5FJ", "price": "$15.69", "delivery": " One-DayFREE delivery Tomorrow, Apr 9 "}, {"title": "Lodge Wildlife Series - 8 Inch Seasoned Cast Iron Skillet with Duck Scene", "asin": "B076X62LVP", "price": "$17.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 9 "}, {"title": "Cuisinel Cast Iron Skillet with Lid - 12\"-inch Pre-Seasoned Covered Frying Pan Set + Silicone Handle & Lid Holders + Scraper/Cleaner - Indoor/Outdoor, Oven, Stovetop, Camping Fire, Grill Safe Cookware", "asin": "B093TCYF9T", "price": "$44.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 9 "}, {"title": "Pre-Seasoned Cast Iron Skillet Set of 3 | 6\", 8\" & 10\" Cast Iron Frying Pans with 3 Heat-Resistant Holders - Indoor and Outdoor Use - Oven Grill Stovetop Induction Safe Cookware", "asin": "B07RQ3RFQ2", "price": "$32.91", "delivery": " One-DayFREE delivery Tomorrow, Apr 9 "}, {"title": "Cuisinel Cast Iron Skillet Set - 8\" + 10\" + 12\"-Inch Pre-Seasoned Frying Pans + Silicone Handle Grip Covers - Use Indoor/Outdoor, Oven, Grill, Stove, BBQ, Fire, Induction - Kitchen/Camping Cookware", "asin": "B09NZHZKGX", "price": "$43.53", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge 8\" Cast Iron Skillet - Chef Collection - Perfect Sear - Ergonomic Handles - Superior Heat Retention - Cast Iron Cookware & Skillet", "asin": "B08J5W3SCG", "price": "$19.85", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Cuisinel Cast Iron Skillet with Lid - 12\"-inch Pre-Seasoned Covered Frying Pan Set + Silicone Handle & Lid Holders + Scraper/Cleaner - Indoor/Outdoor, Oven, Stovetop, Camping Fire, Grill Safe Cookware", "asin": "B093TCYF9T", "price": "$44.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Cast Iron Skillet 3-Piece Set - Heavy-Duty Professional Restaurant Chef Quality Pre-Seasoned Pan Cookware Set - 10\", 8\", 6\" Pans - For Frying, Saute, Cooking, Pizza & More,Black", "asin": "B01FSPRME8", "price": "$36.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge 9 Inch Cast Iron Pre-Seasoned Skillet \u2013 Signature Teardrop Handle - Use in the Oven, on the Stove, on the Grill, or Over a Campfire, Black", "asin": "B00063RWTS", "price": "$18.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 9 "}, {"title": "8\" Pre-Seasoned Cast Iron Skillet, Lightweight Non-Stick Frying Pan with Detachable Wooden Handle, PFAS/PFOA Free, Dishwasher & Oven Safe (500\u00b0F)", "asin": "B0DK6TF5HJ", "price": "$20.99", "delivery": " Two-DayFREE delivery Thu, Apr 10 Only 10 left in stock - order soon."}, {"title": "11-Inch Nonstick Cast Iron Skillet - Honeycomb Durable Nonstick Frying Pan, Lightweight & Long-Lasting, Oven & Dishwasher Safe, Detachable Handle - Gift for Home Cooks", "asin": "B0CZXM9RDQ", "price": "$25.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 9 "}, {"title": "Joyce Chen 23-0003, Lightweight Cast Iron Stir Fry, 11.5-Inch", "asin": "B001HZXZMM", "price": "$22.99", "delivery": " Two-DayFREE delivery Thu, Apr 10 Only 1 left in stock - order soon."}, {"title": "Lodge Yellowstone - 12\" Skillet", "asin": "B0BFGF2QXC", "price": "$29.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge Seasoned Cast Iron 3 Skillet Bundle. 12 inches and 10.25 inches with 8 inch Set of 3 Cast Iron Frying Pans", "asin": "B071FPMSYJ", "price": "$89.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge 12\" Cast Iron Skillet - Chef Collection - Perfect Sear - Ergonomic Handles - Superior Heat Retention - Cast Iron Cookware & Skillet", "asin": "B07Z6TV9Y7", "price": "$39.85", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Le Creuset Enameled Cast Iron Signature Iron Handle Skillet, 11.75\" (2-3/8 qt.), Marseille", "asin": "B00B4UOTF2", "price": "$249.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "2-in-1 Pre-Seasoned Cast Iron Dutch Oven Pot with Skillet Lid Cooking Pan, Cast Iron Skillet Cookware Pan Set with Dual Handles Indoor Outdoor for Bread, Frying, Baking, Camping, BBQ, 5QT", "asin": "B08YJY9PRD", "price": "$39.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge Seasoned Cast Iron 5 Piece Bundle. 10.25\" Skillet, 8\" Skillet, 10.5\" Griddle, 10.25\" Dutch Oven, and 10.25\" Lid, Black", "asin": "B004QM8SLG", "price": "$99.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Cuisinel Cast Iron Skillet with Lid - 12\"-Inch Frying Pan + Glass Cover + Silicone Handle Holder - Pre-Seasoned Oven Safe Cookware - Indoor/Outdoor Use - Grill, BBQ, Fire, Stovetop, Induction", "asin": "B07HK6FWQ6", "price": "$44.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge 17 Inch Pre-Seasoned Cast Iron Skillet - Dual Assist Handles - Use in the Oven, on the Stove, on the Grill, or Over a Campfire - Black", "asin": "B00063RWVG", "price": "$69.90", "delivery": "FREE delivery Apr 24 - May 5 for Prime members"}, {"title": "Amazon Basics Pre-Seasoned Cast Iron Skillet, Heavy-Duty & Large, 15\", Black", "asin": "B073Q8P6CQ", "price": "$42.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Backcountry Iron 12 Inch Round Large Pre-Seasoned Cast Iron Skillet", "asin": "B074ND5RDT", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge Cast Iron Skillet with Red Silicone Hot Handle Holder, 10.25-inch", "asin": "B00WTSCXIS", "price": "$35.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "6 Inch Cast Iron Skillet, Frying Pan with Drip-Spouts, Pre-seasoned Oven Safe Cookware, Camping Indoor and Outdoor Cooking, Grill Safe, Restaurant Chef Quality", "asin": "B08RZ7JX7R", "price": "$13.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge 5 Quart Pre-Seasoned Cast Iron Deep Skillet with Lid - Signature Teardrop Handle & Assist Handle - Use in the Oven, on the Stove or Grill, or Over a Campfire - Use to Sear, Saut\u00e9, Bake, Broil, Braise, Fry, or Grill - Black", "asin": "B00063RWXO", "price": "$67.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Backcountry Iron 12 Inch Smooth Wasatch Pre-Seasoned Round Cast Iron Skillet", "asin": "B09CWYWT68", "price": "$130.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Victoria 10-Inch Cast Iron Skillet, Pre-Seasoned Cast-Iron Frying Pan with Long Handle, Made in Colombia", "asin": "B01726HDY0", "price": "$23.25", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge Cast Iron Chef Collection Skillet, Pre-seasoned - 10 in", "asin": "B07Z6VC895", "price": "$27.86", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Modern Innovations 10 Inch Cast Iron Skillet, Pre-Seasoned Smooth Polished Surface, Heavy-Duty, Naturally Non-Stick 100% Cast Iron Frying Pan- Saute, Sear & Grill on Campfires, Stoves & Ovens", "asin": "B0DP1KPQQG", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge LDP3 Cast Iron Rectangular Reversible Grill/Griddle, 9.5-inch x 16.75-inch, Black", "asin": "B002CMLTXG", "price": "$34.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge L8SKL Cast Iron Pan, 10.25\", Black", "asin": "B071VT8PL8", "price": "$21.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge 8 Inch Dolly Parton Pre-Seasoned Cast Iron Stamped Skillet - Signature Teardrop Handle - Use in the Oven, on the Stove, on the Grill, or Over a Campfire - Jolene", "asin": "B0DC7W876V", "price": "$23.07", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge Cast Iron Square 11\" Griddle", "asin": "B09VJJN5XH", "price": "$27.63", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Cast Iron Skillet Set -3 Piece 6 inch, 8 inch and 10 inch Cast Iron Pan, with Silicone Handles+Scraper+Dish Sponge - Oven Grill Stovetop Safe Cookware., 6.8.10inch, Black", "asin": "B0CR17P8GY", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Megachef 13 Piece Pre-Seasoned Cast Iron Skillet Set with Temperd Glass Lids and Silicone Holders", "asin": "B0CVP6GBLN", "price": "$76.72", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Cast Iron Skillet 10 Inch - Professional Pre-Seasoned Heavy-Duty Pan Cookware Pans with Scraper & Handle Sleeve for Frying, Saut\u00e9ing, Cooking, Baking.", "asin": "B0D4VVN7WN", "price": "$21.44", "delivery": " Two-Day FREE delivery Thu, Apr 10 Only 15 left in stock - order soon."}, {"title": "Lodge Seasoned Cast Iron Sugar Skull Skillet, 10.25 Inch", "asin": "B0BFBRNN91", "price": "$25.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Greater Goods 10-Inch Cast Iron Skillet, Organically Pre-Seasoned, Heavy-Duty Pan for Frying, Baking, Grilling, Indoor and Outdoor Cooking", "asin": "B07PP9TPRZ", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Lodge 3.6 Quart Enameled Cast Iron Oval Casserole With Lid \u2013 Dual Handles \u2013 Oven Safe up to 500\u00b0 F or on Stovetop - Use to Marinate, Cook, Bake, Refrigerate and Serve \u2013 Caribbean Blue", "asin": "B000N4UX4Q", "price": "$69.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "FINEX 10\" Cast Iron Skillet with Lid, Modern Heirloom, Handcrafted in the USA, Pre-seasoned with Organic Flaxseed Oil", "asin": "B01DWXAI2G", "price": "$249.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 9"}, {"title": "Jim Beam HEA Set of 3 Pre Seasoned Cast Iron Skillets with Even Distribution and Heat Retention-6\" 8\" 10\", 10'', Black,JB0195", "asin": "B07CS1FKMY", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 9 Only 14 left in stock (more on the way)."}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T07:35:41.701Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T07:35:41.701Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T07:35:41.701Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2761, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"cast iron skillet\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Cuisinel Cast Iron Skillet + Lid - 2-In-1 Multi Cooker - Deep Pot + Frying Pan - 3-Qt Dutch Oven - Pre-Seasoned Oven Cookware - Works for Bread, Indoor/Outdoor, Grill, Stovetop and Induction Cast Iron\", \"asin\": \"B076PR8LT5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Caraway Enameled Cast Iron Grill Pan - 10.5\\u201d Grill Pan for Stovetop Cooking - 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Gray \", \"asin\": \"B0DJRZ621H\", \"price\": \"$175.00\", \"quantity\": \"\"},\n{\"title\": \"Cuisinel 15\\\" Cast Iron Skillet + Glass Lid Cover + Black Pan Scraper + Silicone Handle Grip Cover - Pre-seasoned Kitchen Cookware - Indoor/Outdoor - Camping, Grilling, BBQ, Oven Use Cast Iron\", \"asin\": \"B09BW2TGRZ\", \"price\": \"$67.49\", \"quantity\": \"\"},\n{\"title\": \"IKTU Ceramic Nonstick Deep Frying Pan, 11Inch Nonstick 4Qt Saute Pan with Helper Handle and Lid, Large Skillet Pan Induction Cookware with Detachable Handle, PFAS PFOA & PTFE Free \", \"asin\": \"B0D4M712TD\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"6 Inch Cast Iron Skillet, Frying Pan with Drip-Spouts, Pre-seasoned Oven Safe Cookware, Camping Indoor and Outdoor Cooking, Grill Safe, Restaurant Chef Quality Cast Iron\", \"asin\": \"B08RZ7JX7R\", \"price\": \"$13.94\", \"quantity\": \"\"},\n{\"title\": \"Anolon Smart Stack Hard Anodized Nonstick Frying Pan Set / Skillet Set - 8.5 Inch and 10 Inch, Black Aluminum\", \"asin\": \"B07TMJ5Q6T\", \"price\": \"$79.00\", \"quantity\": \"\"},\n{\"title\": \"Cuisinel Cast Iron Skillet + Lid - 2-In-1 Multi Cooker - Deep Pot + Frying Pan - 3-Qt Dutch Oven - Pre-Seasoned Oven Cookware - Works for Bread, Indoor/Outdoor, Grill, Stovetop and Induction Cast Iron\", \"asin\": \"B076PR8LT5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Lodge Cast Iron Blacklock Skillet, Triple Seasoned - 7 in Cast Iron\", \"asin\": \"B085VZXGG4\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Cuisinel Cast Iron Skillet with Lid - 12\\\"-inch Pre-Seasoned Covered Frying Pan Set + Silicone Handle & Lid Holders + Scraper/Cleaner - Indoor/Outdoor, Oven, Stovetop, Camping Fire, Grill Safe Cookware Cast Iron\", \"asin\": \"B093TCYF9T\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"6 Inch Cast Iron Skillet, Frying Pan with Drip-Spouts, Pre-seasoned Oven Safe Cookware, Camping Indoor and Outdoor Cooking, Grill Safe, Restaurant Chef Quality Cast Iron\", \"asin\": \"B08RZ7JX7R\", \"price\": \"$13.94\", \"quantity\": \"\"},\n{\"title\": \"10 Inch Smooth & Light Cast Iron Skillets with Handle Cover - Pre-Seasoned Cast Iron Pan - Easy to Clean Polished Cast Iron Frying Pan Use in the Oven, on the Stove or Grill, Over a Campfire Cast Iron\", \"asin\": \"B0DMDT81D2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Cast Iron Skillet - 10\\\"-Inch Frying Pan with Pour Spouts + Pan Scraper + Silicone Grip Handle Cover Holder - Pre-Seasoned Oven Cookware - Indoor/Outdoor Use - BBQ, Firepit, Stovetop, Induction Use Cast Iron\", \"asin\": \"B071JP7PZQ\", \"price\": \"$17.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"GreenPan x Bobby Flay Stainless Steel 8\\u201d & 10\\u201d Frying Pan Skillet Set, Professional Grade Tri Ply, PFAS-Free Ceramic Nonstick, Induction Suitable, Dishwasher & Oven Safe, Stay Cool Handle\", \"asin\": \"B0DDL9K9JC\"},\n{\"title\": \"GreenPan x Bobby Flay Stainless Steel 12 Piece Cookware Pots and Pans Set, Professional Grade Tri Ply, PFAS-Free Ceramic Nonstick, Induction Suitable, Dishwasher & Oven Safe, Stay Cool Handles\", \"asin\": \"B0DDLCFK8Z\"},\n{\"title\": \"GreenPan x Bobby Flay Stainless Steel 12\\u201d Frying Pan Skillet with Glass Lid, Professional Grade Tri Ply, PFAS-Free Ceramic Nonstick, Induction Suitable, Dishwasher & Oven Safe, Stay Cool Handle\", \"asin\": \"B0DDFTDPMZ\"}],\n\"search_results\": [{\"title\": \"Lodge 10.25 Inch Cast Iron Pre-Seasoned Skillet \\u2013 Signature Teardrop Handle - Use in the Oven, on the Stove, on the Grill, or Over a Campfire, Black\", \"asin\": \"B00006JSUA\", \"price\": \"$24.05\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Commercial CHEF 6.5 Inch Cast Iron Skillet, Black\", \"asin\": \"B01G5LGEWA\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Utopia Kitchen Saute Frying Pan 12 Inch, Cast Iron Chefs Pan, Pre Seasoned Cast iron Skillet, Safe Grill Cookware for Indoor & Outdoor Use, Black\", \"asin\": \"B00X4WQMAS\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Cast Iron Skillet with Red Silicone Hot Handle Holder, 12-inch\", \"asin\": \"B00G2XGC88\", \"price\": \"$29.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Wildlife Series-6.5\\\" Cast Iron Skillet with Wolf Scene, Black\", \"asin\": \"B07GRNX5FJ\", \"price\": \"$15.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 12 Inch Pre-Seasoned Cast Iron Skillet - Dual Assist Handles - Use in the Oven, on the Stove, on the Grill, or Over a Campfire - Black\", \"asin\": \"B0714CXBTF\", \"price\": \"$24.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge L9OG3 Cast Iron Round Griddle, Pre-Seasoned, 10.5-inch\", \"asin\": \"B00008GKDN\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Utopia Kitchen Saute Frying Pan 12 Inch, Cast Iron Chefs Pan, Pre Seasoned Cast iron Skillet With Lid, Safe Grill Cookware for Indoor & Outdoor Use, Black\", \"asin\": \"B01FXKSAFI\", \"price\": \"$26.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge L8SGP3 Cast Iron Square Grill Pan, Pre-Seasoned, 10.5-inch\", \"asin\": \"B0000CF66W\", \"price\": \"$19.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge L5WS3 Cast Iron Wonder Skillet, Pre-Seasoned, 5.5 -inch\", \"asin\": \"B000809QN4\", \"price\": \"$7.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Utopia Kitchen Saute Frying Pan 3 Piece Set, Cast Iron Chefs Pan, Pre Seasoned Cast iron Skillets, 6, 8 & 10 Inches, Easy Use in the Oven, Stove, Grill, or Campfire, Black\", \"asin\": \"B06X8ZFGHP\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Cuisinel Cast Iron Skillet + Lid - 2-In-1 Multi Cooker - Deep Pot + Frying Pan - 3-Qt Dutch Oven - Pre-Seasoned Oven Cookware - Works for Bread, Indoor/Outdoor, Grill, Stovetop and Induction\", \"asin\": \"B076PR8LT5\", \"price\": \"$39.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Cast Iron Skillet - 10\\\"-Inch Frying Pan with Pour Spouts + Pan Scraper + Silicone Grip Handle Cover Holder - Pre-Seasoned Oven Cookware - Indoor/Outdoor Use - BBQ, Firepit, Stovetop, Induction Use\", \"asin\": \"B071JP7PZQ\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Lodge Cast Iron Blacklock Skillet, Triple Seasoned - 7 in\", \"asin\": \"B085VZXGG4\", \"price\": \"$39.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"6 Inch Cast Iron Skillet, Frying Pan with Drip-Spouts, Pre-seasoned Oven Safe Cookware, Camping Indoor and Outdoor Cooking, Grill Safe, Restaurant Chef Quality\", \"asin\": \"B08RZ7JX7R\", \"price\": \"$13.94\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Mercer Culinary Pre-Seasoned Cast Iron Skillet, 8-Inch\", \"asin\": \"B09C2QXDF1\", \"price\": \"$16.17\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Cast Iron Baker\\u2019s Skillet 10.25 inch\", \"asin\": \"B0971M529B\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Pre-Seasoned Cast Iron Skillet Set - 3 Piece Frying Pan With Heat-Resistant Handles (6, 8, 10 Inch) for Frying, Saute, Pizza, Oven Safe (Black)\", \"asin\": \"B0B463KKS3\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Wildlife Series - 8 Inch Seasoned Cast Iron Skillet with Duck Scene\", \"asin\": \"B076X62LVP\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Wildlife Series-6.5\\\" Cast Iron Skillet with Wolf Scene, Black\", \"asin\": \"B07GRNX5FJ\", \"price\": \"$15.69\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Lodge Wildlife Series - 8 Inch Seasoned Cast Iron Skillet with Duck Scene\", \"asin\": \"B076X62LVP\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Cuisinel Cast Iron Skillet with Lid - 12\\\"-inch Pre-Seasoned Covered Frying Pan Set + Silicone Handle & Lid Holders + Scraper/Cleaner - Indoor/Outdoor, Oven, Stovetop, Camping Fire, Grill Safe Cookware\", \"asin\": \"B093TCYF9T\", \"price\": \"$44.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Pre-Seasoned Cast Iron Skillet Set of 3 | 6\\\", 8\\\" & 10\\\" Cast Iron Frying Pans with 3 Heat-Resistant Holders - Indoor and Outdoor Use - Oven Grill Stovetop Induction Safe Cookware\", \"asin\": \"B07RQ3RFQ2\", \"price\": \"$32.91\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Cuisinel Cast Iron Skillet Set - 8\\\" + 10\\\" + 12\\\"-Inch Pre-Seasoned Frying Pans + Silicone Handle Grip Covers - Use Indoor/Outdoor, Oven, Grill, Stove, BBQ, Fire, Induction - Kitchen/Camping Cookware\", \"asin\": \"B09NZHZKGX\", \"price\": \"$43.53\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 8\\\" Cast Iron Skillet - Chef Collection - Perfect Sear - Ergonomic Handles - Superior Heat Retention - Cast Iron Cookware & Skillet\", \"asin\": \"B08J5W3SCG\", \"price\": \"$19.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Cuisinel Cast Iron Skillet with Lid - 12\\\"-inch Pre-Seasoned Covered Frying Pan Set + Silicone Handle & Lid Holders + Scraper/Cleaner - Indoor/Outdoor, Oven, Stovetop, Camping Fire, Grill Safe Cookware\", \"asin\": \"B093TCYF9T\", \"price\": \"$44.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Cast Iron Skillet 3-Piece Set - Heavy-Duty Professional Restaurant Chef Quality Pre-Seasoned Pan Cookware Set - 10\\\", 8\\\", 6\\\" Pans - For Frying, Saute, Cooking, Pizza & More,Black\", \"asin\": \"B01FSPRME8\", \"price\": \"$36.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 9 Inch Cast Iron Pre-Seasoned Skillet \\u2013 Signature Teardrop Handle - Use in the Oven, on the Stove, on the Grill, or Over a Campfire, Black\", \"asin\": \"B00063RWTS\", \"price\": \"$18.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"8\\\" Pre-Seasoned Cast Iron Skillet, Lightweight Non-Stick Frying Pan with Detachable Wooden Handle, PFAS/PFOA Free, Dishwasher & Oven Safe (500\\u00b0F)\", \"asin\": \"B0DK6TF5HJ\", \"price\": \"$20.99\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 10 Only 10 left in stock - order soon.\"},\n{\"title\": \"11-Inch Nonstick Cast Iron Skillet - Honeycomb Durable Nonstick Frying Pan, Lightweight & Long-Lasting, Oven & Dishwasher Safe, Detachable Handle - Gift for Home Cooks\", \"asin\": \"B0CZXM9RDQ\", \"price\": \"$25.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 9 \"},\n{\"title\": \"Joyce Chen 23-0003, Lightweight Cast Iron Stir Fry, 11.5-Inch\", \"asin\": \"B001HZXZMM\", \"price\": \"$22.99\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 10 Only 1 left in stock - order soon.\"},\n{\"title\": \"Lodge Yellowstone - 12\\\" Skillet\", \"asin\": \"B0BFGF2QXC\", \"price\": \"$29.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Seasoned Cast Iron 3 Skillet Bundle. 12 inches and 10.25 inches with 8 inch Set of 3 Cast Iron Frying Pans\", \"asin\": \"B071FPMSYJ\", \"price\": \"$89.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 12\\\" Cast Iron Skillet - Chef Collection - Perfect Sear - Ergonomic Handles - Superior Heat Retention - Cast Iron Cookware & Skillet\", \"asin\": \"B07Z6TV9Y7\", \"price\": \"$39.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Le Creuset Enameled Cast Iron Signature Iron Handle Skillet, 11.75\\\" (2-3/8 qt.), Marseille\", \"asin\": \"B00B4UOTF2\", \"price\": \"$249.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"2-in-1 Pre-Seasoned Cast Iron Dutch Oven Pot with Skillet Lid Cooking Pan, Cast Iron Skillet Cookware Pan Set with Dual Handles Indoor Outdoor for Bread, Frying, Baking, Camping, BBQ, 5QT\", \"asin\": \"B08YJY9PRD\", \"price\": \"$39.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Seasoned Cast Iron 5 Piece Bundle. 10.25\\\" Skillet, 8\\\" Skillet, 10.5\\\" Griddle, 10.25\\\" Dutch Oven, and 10.25\\\" Lid, Black\", \"asin\": \"B004QM8SLG\", \"price\": \"$99.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Cuisinel Cast Iron Skillet with Lid - 12\\\"-Inch Frying Pan + Glass Cover + Silicone Handle Holder - Pre-Seasoned Oven Safe Cookware - Indoor/Outdoor Use - Grill, BBQ, Fire, Stovetop, Induction\", \"asin\": \"B07HK6FWQ6\", \"price\": \"$44.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 17 Inch Pre-Seasoned Cast Iron Skillet - Dual Assist Handles - Use in the Oven, on the Stove, on the Grill, or Over a Campfire - Black\", \"asin\": \"B00063RWVG\", \"price\": \"$69.90\", \"delivery\": \"FREE delivery Apr 24 - May 5 for Prime members\"},\n{\"title\": \"Amazon Basics Pre-Seasoned Cast Iron Skillet, Heavy-Duty & Large, 15\\\", Black\", \"asin\": \"B073Q8P6CQ\", \"price\": \"$42.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Backcountry Iron 12 Inch Round Large Pre-Seasoned Cast Iron Skillet\", \"asin\": \"B074ND5RDT\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Cast Iron Skillet with Red Silicone Hot Handle Holder, 10.25-inch\", \"asin\": \"B00WTSCXIS\", \"price\": \"$35.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"6 Inch Cast Iron Skillet, Frying Pan with Drip-Spouts, Pre-seasoned Oven Safe Cookware, Camping Indoor and Outdoor Cooking, Grill Safe, Restaurant Chef Quality\", \"asin\": \"B08RZ7JX7R\", \"price\": \"$13.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 5 Quart Pre-Seasoned Cast Iron Deep Skillet with Lid - Signature Teardrop Handle & Assist Handle - Use in the Oven, on the Stove or Grill, or Over a Campfire - Use to Sear, Saut\\u00e9, Bake, Broil, Braise, Fry, or Grill - Black\", \"asin\": \"B00063RWXO\", \"price\": \"$67.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Backcountry Iron 12 Inch Smooth Wasatch Pre-Seasoned Round Cast Iron Skillet\", \"asin\": \"B09CWYWT68\", \"price\": \"$130.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Victoria 10-Inch Cast Iron Skillet, Pre-Seasoned Cast-Iron Frying Pan with Long Handle, Made in Colombia\", \"asin\": \"B01726HDY0\", \"price\": \"$23.25\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Cast Iron Chef Collection Skillet, Pre-seasoned - 10 in\", \"asin\": \"B07Z6VC895\", \"price\": \"$27.86\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Modern Innovations 10 Inch Cast Iron Skillet, Pre-Seasoned Smooth Polished Surface, Heavy-Duty, Naturally Non-Stick 100% Cast Iron Frying Pan- Saute, Sear & Grill on Campfires, Stoves & Ovens\", \"asin\": \"B0DP1KPQQG\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge LDP3 Cast Iron Rectangular Reversible Grill/Griddle, 9.5-inch x 16.75-inch, Black\", \"asin\": \"B002CMLTXG\", \"price\": \"$34.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge L8SKL Cast Iron Pan, 10.25\\\", Black\", \"asin\": \"B071VT8PL8\", \"price\": \"$21.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 8 Inch Dolly Parton Pre-Seasoned Cast Iron Stamped Skillet - Signature Teardrop Handle - Use in the Oven, on the Stove, on the Grill, or Over a Campfire - Jolene\", \"asin\": \"B0DC7W876V\", \"price\": \"$23.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge Cast Iron Square 11\\\" Griddle\", \"asin\": \"B09VJJN5XH\", \"price\": \"$27.63\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Cast Iron Skillet Set -3 Piece 6 inch, 8 inch and 10 inch Cast Iron Pan, with Silicone Handles+Scraper+Dish Sponge - Oven Grill Stovetop Safe Cookware., 6.8.10inch, Black\", \"asin\": \"B0CR17P8GY\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Megachef 13 Piece Pre-Seasoned Cast Iron Skillet Set with Temperd Glass Lids and Silicone Holders\", \"asin\": \"B0CVP6GBLN\", \"price\": \"$76.72\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Cast Iron Skillet 10 Inch - Professional Pre-Seasoned Heavy-Duty Pan Cookware Pans with Scraper & Handle Sleeve for Frying, Saut\\u00e9ing, Cooking, Baking.\", \"asin\": \"B0D4VVN7WN\", \"price\": \"$21.44\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 10 Only 15 left in stock - order soon.\"},\n{\"title\": \"Lodge Seasoned Cast Iron Sugar Skull Skillet, 10.25 Inch\", \"asin\": \"B0BFBRNN91\", \"price\": \"$25.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Greater Goods 10-Inch Cast Iron Skillet, Organically Pre-Seasoned, Heavy-Duty Pan for Frying, Baking, Grilling, Indoor and Outdoor Cooking\", \"asin\": \"B07PP9TPRZ\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Lodge 3.6 Quart Enameled Cast Iron Oval Casserole With Lid \\u2013 Dual Handles \\u2013 Oven Safe up to 500\\u00b0 F or on Stovetop - Use to Marinate, Cook, Bake, Refrigerate and Serve \\u2013 Caribbean Blue\", \"asin\": \"B000N4UX4Q\", \"price\": \"$69.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"FINEX 10\\\" Cast Iron Skillet with Lid, Modern Heirloom, Handcrafted in the USA, Pre-seasoned with Organic Flaxseed Oil\", \"asin\": \"B01DWXAI2G\", \"price\": \"$249.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9\"},\n{\"title\": \"Jim Beam HEA Set of 3 Pre Seasoned Cast Iron Skillets with Even Distribution and Heat Retention-6\\\" 8\\\" 10\\\", 10'', Black,JB0195\", \"asin\": \"B07CS1FKMY\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 9 Only 14 left in stock (more on the way).\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T07:35:41.701Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"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\"product_details\": [{\"asin\": \"B0D4P8XBD3\"},\n{\"title\": \"24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync, HDMI2.0/DP/Earphone for Gaming and Office Working H24T27\"},\n{\"price\": \"$119.99\"},\n{\"bullet_list\": \"[Crysyal-clean Visuals with QHD Display] With 2K high resolution, this 24 inch 1440P computer monitor unparalleled picture quality and breathtaking sharpness. Elevate your viewing with our cutting-edge QHD display. This computer monitor makes every moment come to life with our QHD display [Ultra-smooth 100Hz Refresh Rate] See every detail in stunning clarity. With support for FreeSync and G-Sync, this monitor eliminates screen tearing for a fluid gaming experience. This flat monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Frameless Bezel Display] Maximize your productivity with our narrow bezel and VESA Campatible display \\u2013 perfect for multi-screen work setups! Seamlessly connect multiple proart monitors for a truly immersive and efficient work experience. [Experience True Color Excellence] Boasting a 122% High Color Gamut and 178\\u00b0 wide viewing angle, IPS panel delivers stunning color accuracy and consistency. This monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Protect Your Eyes with Anti-Blue Light Technology] KTC monitor features an Anti-Blue Light Screen to reduce eye strain during prolonged use. Stay comfortable and focused during extended gaming sessions or work hours, without compromising on visual quality.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 inch\"},\n{\"Style\": \"QHD 24'' 100Hz\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T04:01:36.003Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-12T04:01:36.003Z
click
nav_bar
rule
train
2,762
2025-04-12T04:01:36.003Z
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": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "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": ""}], "product_details": [{"asin": "B0D4P8XBD3"}, {"title": "24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync, HDMI2.0/DP/Earphone for Gaming and Office Working H24T27"}, {"price": "$119.99"}, {"bullet_list": "[Crysyal-clean Visuals with QHD Display] With 2K high resolution, this 24 inch 1440P computer monitor unparalleled picture quality and breathtaking sharpness. Elevate your viewing with our cutting-edge QHD display. This computer monitor makes every moment come to life with our QHD display [Ultra-smooth 100Hz Refresh Rate] See every detail in stunning clarity. With support for FreeSync and G-Sync, this monitor eliminates screen tearing for a fluid gaming experience. This flat monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Frameless Bezel Display] Maximize your productivity with our narrow bezel and VESA Campatible display \u2013 perfect for multi-screen work setups! Seamlessly connect multiple proart monitors for a truly immersive and efficient work experience. [Experience True Color Excellence] Boasting a 122% High Color Gamut and 178\u00b0 wide viewing angle, IPS panel delivers stunning color accuracy and consistency. This monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Protect Your Eyes with Anti-Blue Light Technology] KTC monitor features an Anti-Blue Light Screen to reduce eye strain during prolonged use. Stay comfortable and focused during extended gaming sessions or work hours, without compromising on visual quality."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "24 inch"}, {"Style": "QHD 24'' 100Hz"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-12T04:01:36.003Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-12T04:01:36.003Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-12T04:01:36.003Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>", "index": 2762, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"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\"product_details\": [{\"asin\": \"B0D4P8XBD3\"},\n{\"title\": \"24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync, HDMI2.0/DP/Earphone for Gaming and Office Working H24T27\"},\n{\"price\": \"$119.99\"},\n{\"bullet_list\": \"[Crysyal-clean Visuals with QHD Display] With 2K high resolution, this 24 inch 1440P computer monitor unparalleled picture quality and breathtaking sharpness. Elevate your viewing with our cutting-edge QHD display. This computer monitor makes every moment come to life with our QHD display [Ultra-smooth 100Hz Refresh Rate] See every detail in stunning clarity. With support for FreeSync and G-Sync, this monitor eliminates screen tearing for a fluid gaming experience. This flat monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Frameless Bezel Display] Maximize your productivity with our narrow bezel and VESA Campatible display \\u2013 perfect for multi-screen work setups! Seamlessly connect multiple proart monitors for a truly immersive and efficient work experience. [Experience True Color Excellence] Boasting a 122% High Color Gamut and 178\\u00b0 wide viewing angle, IPS panel delivers stunning color accuracy and consistency. This monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Protect Your Eyes with Anti-Blue Light Technology] KTC monitor features an Anti-Blue Light Screen to reduce eye strain during prolonged use. Stay comfortable and focused during extended gaming sessions or work hours, without compromising on visual quality.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 inch\"},\n{\"Style\": \"QHD 24'' 100Hz\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T04:01:36.003Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"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<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T04:01:36.960Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-12T04:01:36.960Z
click
search
rule
train
2,763
2025-04-12T04:01:36.960Z
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": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-12T04:01:36.003Z", "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": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-12T04:01:36.960Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-12T04:01:36.960Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-12T04:01:36.960Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2763, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"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<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T04:01:36.960Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"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\": \"2025-04-12T04:01:41.203Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-12T04:01:41.203Z
input
sports shoes
rule
train
2,764
2025-04-12T04:01:41.203Z
input
sports shoes
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "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": "2025-04-12T04:01:41.203Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-12T04:01:41.203Z\",\"action\": \"input\",\"acion_argument\": \"sports shoes\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-12T04:01:41.203Z\",\"action\": \"input\",\"acion_argument\": \"sports shoes\",}</answer>", "index": 2764, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"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\": \"2025-04-12T04:01:41.203Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sports shoes\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T04:01:43.860Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-12T04:01:43.860Z
click
search
rule
train
2,765
2025-04-12T04:01:43.860Z
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": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "sports shoes"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-12T04:01:43.860Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-12T04:01:43.860Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-12T04:01:43.860Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2765, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sports shoes\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T04:01:43.860Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"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\": \"2025-04-12T04:02:28.291Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-12T04:02:28.291Z
input
sports shoes
rule
train
2,766
2025-04-12T04:02:28.291Z
input
sports shoes
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:01:43.860Z", "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": "2025-04-12T04:02:28.291Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-12T04:02:28.291Z\",\"action\": \"input\",\"acion_argument\": \"sports shoes\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-12T04:02:28.291Z\",\"action\": \"input\",\"acion_argument\": \"sports shoes\",}</answer>", "index": 2766, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"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\": \"2025-04-12T04:02:28.291Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sports shoes\"}],\n\"promotion_items\": [{\"title\": \"VAMJAMMen's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes \", \"asin\": \"B097R395YP\", \"price\": \"$29.69\", \"quantity\": \"\"},\n{\"title\": \"VAMJAMMen's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes \", \"asin\": \"B09783KQKM\", \"price\": \"$31.49\", \"quantity\": \"\"},\n{\"title\": \"DLWKIPVMen's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion \", \"asin\": \"B0D839X33C\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"WrezatroMen's Slip on Walking Shoes Ultra Light Breathable Non Slip Running Shoes Casual Fashion Sneakers Mesh Workout Sports \", \"asin\": \"B09JBXGTY6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"LCGJRMen's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes \", \"asin\": \"B09G9Z91GF\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"KapsenMen's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes \", \"asin\": \"B09PN78M3Y\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"VAMJAMMen's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes \", \"asin\": \"B097R32LTC\", \"price\": \"$29.69\", \"quantity\": \"\"},\n{\"title\": \"VAMJAMMen's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes \", \"asin\": \"B09783KQKM\", \"price\": \"$31.49\", \"quantity\": \"\"},\n{\"title\": \"Hello MrLinMen's Running Shoes Non Slip Athletic Tennis Walking Blade Type Sneakers Hip Hop \", \"asin\": \"B08M68M4XK\", \"price\": \"$36.95\", \"quantity\": \"\"},\n{\"title\": \"FeethitMens Slip On Running Shoes Breathable Lightweight Comfortable Fashion Non Slip Sneakers for Men \", \"asin\": \"B089LMY1MQ\", \"price\": \"$28.79\", \"quantity\": \"\"},\n{\"title\": \"VILOCYMen's Fashion Dress Sneakers Casual Walking Shoes Business Oxfords Comfortable Breathable Lightweight Tennis \", \"asin\": \"B0CL5XH5L8\", \"price\": \"$37.79\", \"quantity\": \"\"},\n{\"title\": \"WHITINMen's Barefoot Running Shoes | Minimalist Cross-Trainer | Zero Drop Sole \", \"asin\": \"B08CK2G9V6\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Backcountry Iron 8 Inch Smooth Wasatch Pre-Seasoned Round Cast Iron Skillet\", \"asin\": \"B09CXQPRRL\", \"price\": \"$90.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Cast Iron Skillet - 10.5\\u201d Enameled Cast Iron Pan With 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Gray\", \"asin\": \"B0DJRYJYQ9\", \"price\": \"$185.00\", \"quantity\": \"\"},\n{\"title\": \"Made In Cookware - 3 Piece (Includes 8\\\",10\\\",12\\\") Seasoned Blue Carbon Steel Frying Pan - (Like Cast Iron, but Better) - Professional Cookware - Crafted in Sweden - Induction Compatible\", \"asin\": \"B0D85JPB6M\", \"price\": \"$279.00\", \"quantity\": \"\"},\n{\"title\": \"Flambo Skillet #10 - Naturally Non-Stick 10 Inch Pre-Seasoned Cast Iron Frying Pan - Smooth Nonstick Finish for Grilling, Frying, Sauteing, Searing, Baking - Use on Oven, Stove, Grill, or Campfire\", \"asin\": \"B0DCVJRKZC\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"COOKLIFE 10 Inch Smooth Cast Iron Skillet - Dishwasher & Oven Safe Pre-Seasoned Cast Iron Pan - Cast Iron Frying Pan for Indoor & Outdoor Use\", \"asin\": \"B0DF2DB9H6\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"COOKLIFE 9.5 Inch Lightweight Enameled Cast Iron Skilllet with Lid - Toxin-Free - Oven Safe up to 500\\u00b0 F or on Stovetop - Cast Iron Frying Pan for Cook, Bake - Tangelo\", \"asin\": \"B0DBPKDF4J\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Kankay 6-Inch Carbon Steel Pan \\u2013 Durable & Versatile Cooking Tool \\u2013 Lightweight Carbon Steel Skillet (Like Cast Iron but Better) \\u2013 Perfect for Meat, Vegetables & Desserts\", \"asin\": \"B0DSJYFZPX\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ4Q\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"The Only Academic Phrasebook You'll Ever Need: 600 Examples of Academic Language\", \"asin\": \"1539527751\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 XL Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ8M\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"The Craft of Research, Fifth Edition (Chicago Guides to Writing, Editing, and Publishing)\", \"asin\": \"0226826678\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"myCartridge SUPRINT 245XL Ink Cartridge PG-245 CL-246 Replacement for Canon Ink 245 and 246 Compatible for Canon 245XL 246XL Combo Pack for Pixma MG2522 TS3122 TS3322 MX490 TR4520 Printer 245 Ink\", \"asin\": \"B08J3NY6QV\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"How to Write a Lot: A Practical Guide to Productive Academic Writing (2018 New Edition) (APA LifeTools Series)\", \"asin\": \"1433829738\", \"price\": \"$21.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Avia Air Slip On Shoes for Men - Casual Comfortable Athletic Tennis Walking Sneakers for Men with Memory Foam - Dark Grey, 9 Medium\", \"asin\": \"B0C885NG8G\"}],\n\"search_results\": [{\"title\": \"Reebok Unisex Adult Club C 85 Vintage\", \"asin\": \"B093TW78HW\", \"price\": \"$67.41\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Men's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes\", \"asin\": \"B08MF3BGB4\", \"price\": \"$29.74\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Anti-Slip Mens Athletic Shoes, Wide Toe Box Running Shoes for Men with Breathable Mesh, Lightweight Mens Slip-On Walking Sneakers for Workout, Gym, Jogging and Sports\", \"asin\": \"B0DS2F4NXQ\", \"price\": \"$29.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Men's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion\", \"asin\": \"B0D83BGPVL\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Men's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes\", \"asin\": \"B097R4CDB8\", \"price\": \"$29.69\", \"delivery\": \" FREE delivery Mon, Apr 14 \"},\n{\"title\": \"Men's Charged Surge 4 Sneaker\", \"asin\": \"B0BZXMXTT2\", \"price\": \"$47.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Men's Charged Assert 10 Running Shoe\", \"asin\": \"B09XBWQ9Y9\", \"price\": \"$56.25\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's 608 V5 Casual Comfort Cross Trainer\", \"asin\": \"B079FFDS4Y\", \"price\": \"$56.24\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Charged Assert 9 Running Shoe\", \"asin\": \"B087TH4JM6\", \"price\": \"$64.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion\", \"asin\": \"B0D83BGPVL\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Mens Running Shoes Slip On Tennis Walking Sneakers Workout Athletic Lightweight Casual Sport Shoes\", \"asin\": \"B0DMVDRP69\", \"price\": \"$18.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Slip on Walking Shoes Ultra Light Breathable Non Slip Running Shoes Casual Fashion Sneakers Mesh Workout Sports\", \"asin\": \"B09JBXGTY6\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes\", \"asin\": \"B09PN78M3Y\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Running Shoes for Men Slip on Tennis Shoes Fashion Sneakers Lightweight Breathable Casual Walking Shoes Outdoor Workout Athletic Training Gym Trainer Sport Trainers\", \"asin\": \"B0DMCJ3V3Z\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Men's Running Shoes Walking Trainers Sneaker Athletic Gym Fitness Sport Shoes Lightweight Casual Working Jogging Outdoor Shoe\", \"asin\": \"B09GTHPCYV\", \"price\": \"$32.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Mens Running Shoes Fashion Sneakers Tennis Walking Shoes Lightweight Athletic Gym Workout Shoes\", \"asin\": \"B0D1B42GVJ\", \"price\": \"$20.48\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Mens Tazon 6 Cross Trainer\", \"asin\": \"B01G3LZ02W\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Apr 23 - 29 for Prime members\"},\n{\"title\": \"Water Sports Shoes Barefoot Quick-Dry Aqua Yoga Socks Slip-on for Men Women\", \"asin\": \"B0DGNYT1KX\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Lite Racer Adapt 7.0 Sneaker\", \"asin\": \"B0CKMC76MS\", \"price\": \"$52.52\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"Men's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes\", \"asin\": \"B09G9Z91GF\", \"price\": \"$29.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Mens Wide Walking Shoes Soft Sole Non Slip Running Comfortable Tennis Breathable Athletic Gym Workout Sport Sneakers\", \"asin\": \"B0D93SCL1M\", \"price\": \"$35.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Men's Running Shoes Comfortable Lightweight Breathable Walking Shoes Mesh Workout Casual Sports Shoes\", \"asin\": \"B09YL77WRP\", \"price\": \"$18.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 Only 2 left in stock - order soon.\"},\n{\"title\": \"Whitin Men's Supportive Running Shoes Cushioned Athletic Sneakers\", \"asin\": \"B087BY2WYC\", \"price\": \"$39.99\", \"delivery\": \" FREE delivery Mon, Apr 14 \"},\n{\"title\": \"Men's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes\", \"asin\": \"B08FR1KG11\", \"price\": \"$29.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Response Running Sneaker\", \"asin\": \"B0CKMKQDQS\", \"price\": \"$42.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Golf Men's Grip Fusion Sport Golf Shoe\", \"asin\": \"B07FNZ84ZX\", \"price\": \"$43.46\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Racer TR23 Sneaker\", \"asin\": \"B0BHPWC1BZ\", \"price\": \"$49.47\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Mens Walking Shoes Non Slip Running Shoes Breathable Slip on Sneakers Lightwight Gym Tennis Shoes for Men\", \"asin\": \"B0D9399BDZ\", \"price\": \"$29.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Men's Gamecourt 2.0 Tennis Shoe\", \"asin\": \"B0BG7DH2YZ\", \"price\": \"$56.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men\\u2019s Adrenaline GTS 23 Supportive Running Shoe\", \"asin\": \"B0BJ7WNGLK\", \"price\": \"$99.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Men's Energy Afterburn Lace-Up Sneaker\", \"asin\": \"B000ARG5T8\", \"price\": \"$52.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's X_PLR Path Sneaker\", \"asin\": \"B0CKMPP4HS\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's 608 V5 Cross Trainer\", \"asin\": \"B07B417MT5\", \"price\": \"$59.52\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes\", \"asin\": \"B09PN8N97T\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Slip on Walking Running Shoes Blade Tennis Casual Fashion Sneakers Comfort Non Slip Work Sport Athletic Trainer\", \"asin\": \"B09PD2SV8T\", \"price\": \"$37.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Womens Slip On Sneakers Women Walking Tennis Shoes Lightweight Casual Sneakers for Gym Travel Work\", \"asin\": \"B09Q312NKM\", \"price\": \"$37.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Water Shoes for Women Men Quick-Dry Aqua Socks Swim Beach Barefoot Yoga Exercise Wear Sport Accessories Pool Camping Must Haves Adult Youth Size\", \"asin\": \"B09Q3MYDQH\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's Walking Shoes Lightweight Tennis Fashion Sneakers Sports Workout Gym Shoes for Running\", \"asin\": \"B0BP239492\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's D'Lites Fresh Start Memory Foam Lace-Up Sneaker\", \"asin\": \"B014GNJYFS\", \"price\": \"$42.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's Charged Assert 9 Running Shoe\", \"asin\": \"B087TN2SX9\", \"price\": \"$69.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's Charged Assert 10\", \"asin\": \"B09XBVK442\", \"price\": \"$56.25\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Womens Shoes Running Sneakers Tennis Non Slip Walking Gym Workout Athletic Comfortable Fashion saport Casual Shoe\", \"asin\": \"B0DFWDYQS2\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men\\u2019s Ghost 16 Neutral Running Shoe\", \"asin\": \"B0CGYFZJC5\", \"price\": \"$109.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Run Falcon 5 Sneaker\", \"asin\": \"B0CKMMNT7L\", \"price\": \"$48.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Dr. Scholl\\u2019s Sport Insoles - Superior Shock Absorption and Arch Support to Reduce Muscle Fatigue and Stress on Lower Body Joints for Men Size 8-14\", \"asin\": \"B01M8O5G65\", \"price\": \"$12.54\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Fresh Foam Arishi V4 Running Shoe\", \"asin\": \"B09H3PMW51\", \"price\": \"$52.49\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"Men's Gowalk Flex Hands Free Slip ins Athletic Slip-On Casual Walking Shoe\", \"asin\": \"B0B9BNNTR2\", \"price\": \"$60.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Unisex Adult Samba Indoor Soccer Shoe\", \"asin\": \"B0CKMKR7XH\", \"price\": \"$89.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Amplifier Sneaker\", \"asin\": \"B0D32GGTTZ\", \"price\": \"$50.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Swift Run Sneaker\", \"asin\": \"B0BHPSBVY9\", \"price\": \"$80.00\", \"delivery\": \"FREE delivery Apr 17 - 21 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Men's Own The Game 3.0 Basketball Sneaker\", \"asin\": \"B0CKMFVFKQ\", \"price\": \"$42.50\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Men's Zero Drop Running Shoes + Wide Toe Box\", \"asin\": \"B0BRXC3799\", \"price\": \"$43.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Quick-Dry Water Sports Barefoot Shoes Aqua Socks for Swim Beach Pool Surf Yoga for Women Men\", \"asin\": \"B0B4SV2681\", \"price\": \"$5.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men\\u2019s Adrenaline GTS 24 Supportive Running Shoe\", \"asin\": \"B0CQTMGDHW\", \"price\": \"$139.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's, Gowalk Arch Fit Idyllic Sneaker\", \"asin\": \"B08LDFYLKB\", \"price\": \"$66.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Water Shoes Mens Women Barefoot Shoes Quick Dry Aqua Outdoor Sports for Swim Pool Beach Surf Walk Water Yoga River Lake Hiking Kayaking\", \"asin\": \"B08P4MD63C\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Kaptir 3.0 Sneaker\", \"asin\": \"B0CKMC9PWC\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"Men's Sneakers: Athletic, Comfortable, Casual Lace-Up Fashion Walking Shoes\", \"asin\": \"B0D9KRBQ72\", \"price\": \"$29.98\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Mens Running Shoes Blade Fashion Sneakers Shoes Breathable Walking Shoe Sport Athletic Shoes\", \"asin\": \"B0DRP1HGYS\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's Water Shoes Slides\", \"asin\": \"B09DXTJ1QR\", \"price\": \"$51.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Road-Running-Shoes Walking Fashion Athletic Sneakers Working Gym Comfort Lightweight Mesh Soft Sole Shoes\", \"asin\": \"B0DJM6JQSC\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's S2G Spikeless 24 Golf Shoe\", \"asin\": \"B0C66XPBGB\", \"price\": \"$79.97\", \"delivery\": \"$8.99 delivery Apr 22 - 23\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T04:02:54.239Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-12T04:02:54.239Z
click
search
rule
train
2,767
2025-04-12T04:02:54.239Z
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": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:01:43.860Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:28.291Z", "action": "input", "action_argument": "sports shoes"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "sports shoes"}], "promotion_items": [{"title": "VAMJAMMen's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes ", "asin": "B097R395YP", "price": "$29.69", "quantity": ""}, {"title": "VAMJAMMen's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes ", "asin": "B09783KQKM", "price": "$31.49", "quantity": ""}, {"title": "DLWKIPVMen's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion ", "asin": "B0D839X33C", "price": "$19.99", "quantity": ""}, {"title": "WrezatroMen's Slip on Walking Shoes Ultra Light Breathable Non Slip Running Shoes Casual Fashion Sneakers Mesh Workout Sports ", "asin": "B09JBXGTY6", "price": "$19.99", "quantity": ""}, {"title": "LCGJRMen's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes ", "asin": "B09G9Z91GF", "price": "$29.99", "quantity": ""}, {"title": "KapsenMen's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes ", "asin": "B09PN78M3Y", "price": "$19.99", "quantity": ""}, {"title": "VAMJAMMen's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes ", "asin": "B097R32LTC", "price": "$29.69", "quantity": ""}, {"title": "VAMJAMMen's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes ", "asin": "B09783KQKM", "price": "$31.49", "quantity": ""}, {"title": "Hello MrLinMen's Running Shoes Non Slip Athletic Tennis Walking Blade Type Sneakers Hip Hop ", "asin": "B08M68M4XK", "price": "$36.95", "quantity": ""}, {"title": "FeethitMens Slip On Running Shoes Breathable Lightweight Comfortable Fashion Non Slip Sneakers for Men ", "asin": "B089LMY1MQ", "price": "$28.79", "quantity": ""}, {"title": "VILOCYMen's Fashion Dress Sneakers Casual Walking Shoes Business Oxfords Comfortable Breathable Lightweight Tennis ", "asin": "B0CL5XH5L8", "price": "$37.79", "quantity": ""}, {"title": "WHITINMen's Barefoot Running Shoes | Minimalist Cross-Trainer | Zero Drop Sole ", "asin": "B08CK2G9V6", "price": "$39.99", "quantity": ""}, {"title": "Backcountry Iron 8 Inch Smooth Wasatch Pre-Seasoned Round Cast Iron Skillet", "asin": "B09CXQPRRL", "price": "$90.00", "quantity": ""}, {"title": "Caraway Cast Iron Skillet - 10.5\u201d Enameled Cast Iron Pan With 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Gray", "asin": "B0DJRYJYQ9", "price": "$185.00", "quantity": ""}, {"title": "Made In Cookware - 3 Piece (Includes 8\",10\",12\") Seasoned Blue Carbon Steel Frying Pan - (Like Cast Iron, but Better) - Professional Cookware - Crafted in Sweden - Induction Compatible", "asin": "B0D85JPB6M", "price": "$279.00", "quantity": ""}, {"title": "Flambo Skillet #10 - Naturally Non-Stick 10 Inch Pre-Seasoned Cast Iron Frying Pan - Smooth Nonstick Finish for Grilling, Frying, Sauteing, Searing, Baking - Use on Oven, Stove, Grill, or Campfire", "asin": "B0DCVJRKZC", "price": "$89.99", "quantity": ""}, {"title": "COOKLIFE 10 Inch Smooth Cast Iron Skillet - Dishwasher & Oven Safe Pre-Seasoned Cast Iron Pan - Cast Iron Frying Pan for Indoor & Outdoor Use", "asin": "B0DF2DB9H6", "price": "$99.99", "quantity": ""}, {"title": "COOKLIFE 9.5 Inch Lightweight Enameled Cast Iron Skilllet with Lid - Toxin-Free - Oven Safe up to 500\u00b0 F or on Stovetop - Cast Iron Frying Pan for Cook, Bake - Tangelo", "asin": "B0DBPKDF4J", "price": "$69.99", "quantity": ""}, {"title": "Kankay 6-Inch Carbon Steel Pan \u2013 Durable & Versatile Cooking Tool \u2013 Lightweight Carbon Steel Skillet (Like Cast Iron but Better) \u2013 Perfect for Meat, Vegetables & Desserts", "asin": "B0DSJYFZPX", "price": "$49.99", "quantity": ""}, {"title": "Canon PG-245 Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320", "asin": "B00E58RQ4Q", "price": "$18.99", "quantity": ""}, {"title": "The Only Academic Phrasebook You'll Ever Need: 600 Examples of Academic Language", "asin": "1539527751", "price": "$11.99", "quantity": ""}, {"title": "Canon PG-245 XL Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320", "asin": "B00E58RQ8M", "price": "$29.00", "quantity": ""}, {"title": "The Craft of Research, Fifth Edition (Chicago Guides to Writing, Editing, and Publishing)", "asin": "0226826678", "price": "$16.99", "quantity": ""}, {"title": "myCartridge SUPRINT 245XL Ink Cartridge PG-245 CL-246 Replacement for Canon Ink 245 and 246 Compatible for Canon 245XL 246XL Combo Pack for Pixma MG2522 TS3122 TS3322 MX490 TR4520 Printer 245 Ink", "asin": "B08J3NY6QV", "price": "$29.99", "quantity": ""}, {"title": "How to Write a Lot: A Practical Guide to Productive Academic Writing (2018 New Edition) (APA LifeTools Series)", "asin": "1433829738", "price": "$21.99", "quantity": ""}], "ads": [{"title": "Avia Air Slip On Shoes for Men - Casual Comfortable Athletic Tennis Walking Sneakers for Men with Memory Foam - Dark Grey, 9 Medium", "asin": "B0C885NG8G"}], "search_results": [{"title": "Reebok Unisex Adult Club C 85 Vintage", "asin": "B093TW78HW", "price": "$67.41", "delivery": " Two-DayFREE delivery Sun, Apr 13 "}, {"title": "Men's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes", "asin": "B08MF3BGB4", "price": "$29.74", "delivery": " One-DayFREE delivery Tomorrow, Apr 12 "}, {"title": "Anti-Slip Mens Athletic Shoes, Wide Toe Box Running Shoes for Men with Breathable Mesh, Lightweight Mens Slip-On Walking Sneakers for Workout, Gym, Jogging and Sports", "asin": "B0DS2F4NXQ", "price": "$29.99", "delivery": " Two-DayFREE delivery Sun, Apr 13 "}, {"title": "Men's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion", "asin": "B0D83BGPVL", "price": "$19.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 12 "}, {"title": "Men's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes", "asin": "B097R4CDB8", "price": "$29.69", "delivery": " FREE delivery Mon, Apr 14 "}, {"title": "Men's Charged Surge 4 Sneaker", "asin": "B0BZXMXTT2", "price": "$47.95", "delivery": " Two-Day FREE delivery Sun, Apr 13"}, {"title": "Men's Charged Assert 10 Running Shoe", "asin": "B09XBWQ9Y9", "price": "$56.25", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's 608 V5 Casual Comfort Cross Trainer", "asin": "B079FFDS4Y", "price": "$56.24", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Charged Assert 9 Running Shoe", "asin": "B087TH4JM6", "price": "$64.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion", "asin": "B0D83BGPVL", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Mens Running Shoes Slip On Tennis Walking Sneakers Workout Athletic Lightweight Casual Sport Shoes", "asin": "B0DMVDRP69", "price": "$18.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Slip on Walking Shoes Ultra Light Breathable Non Slip Running Shoes Casual Fashion Sneakers Mesh Workout Sports", "asin": "B09JBXGTY6", "price": "$19.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 12 "}, {"title": "Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes", "asin": "B09PN78M3Y", "price": "$19.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 12 "}, {"title": "Running Shoes for Men Slip on Tennis Shoes Fashion Sneakers Lightweight Breathable Casual Walking Shoes Outdoor Workout Athletic Training Gym Trainer Sport Trainers", "asin": "B0DMCJ3V3Z", "price": "$19.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 12 "}, {"title": "Men's Running Shoes Walking Trainers Sneaker Athletic Gym Fitness Sport Shoes Lightweight Casual Working Jogging Outdoor Shoe", "asin": "B09GTHPCYV", "price": "$32.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 12 "}, {"title": "Mens Running Shoes Fashion Sneakers Tennis Walking Shoes Lightweight Athletic Gym Workout Shoes", "asin": "B0D1B42GVJ", "price": "$20.48", "delivery": " Two-Day FREE delivery Sun, Apr 13"}, {"title": "Mens Tazon 6 Cross Trainer", "asin": "B01G3LZ02W", "price": "$34.99", "delivery": "FREE delivery Apr 23 - 29 for Prime members"}, {"title": "Water Sports Shoes Barefoot Quick-Dry Aqua Yoga Socks Slip-on for Men Women", "asin": "B0DGNYT1KX", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Lite Racer Adapt 7.0 Sneaker", "asin": "B0CKMC76MS", "price": "$52.52", "delivery": "FREE delivery Mon, Apr 14"}, {"title": "Men's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes", "asin": "B09G9Z91GF", "price": "$29.99", "delivery": " Two-DayFREE delivery Sun, Apr 13 "}, {"title": "Mens Wide Walking Shoes Soft Sole Non Slip Running Comfortable Tennis Breathable Athletic Gym Workout Sport Sneakers", "asin": "B0D93SCL1M", "price": "$35.99", "delivery": " Two-DayFREE delivery Sun, Apr 13 "}, {"title": "Men's Running Shoes Comfortable Lightweight Breathable Walking Shoes Mesh Workout Casual Sports Shoes", "asin": "B09YL77WRP", "price": "$18.99", "delivery": " Two-DayFREE delivery Sun, Apr 13 Only 2 left in stock - order soon."}, {"title": "Whitin Men's Supportive Running Shoes Cushioned Athletic Sneakers", "asin": "B087BY2WYC", "price": "$39.99", "delivery": " FREE delivery Mon, Apr 14 "}, {"title": "Men's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes", "asin": "B08FR1KG11", "price": "$29.74", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Response Running Sneaker", "asin": "B0CKMKQDQS", "price": "$42.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Golf Men's Grip Fusion Sport Golf Shoe", "asin": "B07FNZ84ZX", "price": "$43.46", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Racer TR23 Sneaker", "asin": "B0BHPWC1BZ", "price": "$49.47", "delivery": " Two-Day FREE delivery Sun, Apr 13"}, {"title": "Mens Walking Shoes Non Slip Running Shoes Breathable Slip on Sneakers Lightwight Gym Tennis Shoes for Men", "asin": "B0D9399BDZ", "price": "$29.99", "delivery": " Two-DayFREE delivery Sun, Apr 13 "}, {"title": "Men's Gamecourt 2.0 Tennis Shoe", "asin": "B0BG7DH2YZ", "price": "$56.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men\u2019s Adrenaline GTS 23 Supportive Running Shoe", "asin": "B0BJ7WNGLK", "price": "$99.95", "delivery": " Two-Day FREE delivery Sun, Apr 13"}, {"title": "Men's Energy Afterburn Lace-Up Sneaker", "asin": "B000ARG5T8", "price": "$52.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's X_PLR Path Sneaker", "asin": "B0CKMPP4HS", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Women's 608 V5 Cross Trainer", "asin": "B07B417MT5", "price": "$59.52", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes", "asin": "B09PN8N97T", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Slip on Walking Running Shoes Blade Tennis Casual Fashion Sneakers Comfort Non Slip Work Sport Athletic Trainer", "asin": "B09PD2SV8T", "price": "$37.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Womens Slip On Sneakers Women Walking Tennis Shoes Lightweight Casual Sneakers for Gym Travel Work", "asin": "B09Q312NKM", "price": "$37.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Water Shoes for Women Men Quick-Dry Aqua Socks Swim Beach Barefoot Yoga Exercise Wear Sport Accessories Pool Camping Must Haves Adult Youth Size", "asin": "B09Q3MYDQH", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Women's Walking Shoes Lightweight Tennis Fashion Sneakers Sports Workout Gym Shoes for Running", "asin": "B0BP239492", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Women's D'Lites Fresh Start Memory Foam Lace-Up Sneaker", "asin": "B014GNJYFS", "price": "$42.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Women's Charged Assert 9 Running Shoe", "asin": "B087TN2SX9", "price": "$69.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Women's Charged Assert 10", "asin": "B09XBVK442", "price": "$56.25", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Womens Shoes Running Sneakers Tennis Non Slip Walking Gym Workout Athletic Comfortable Fashion saport Casual Shoe", "asin": "B0DFWDYQS2", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men\u2019s Ghost 16 Neutral Running Shoe", "asin": "B0CGYFZJC5", "price": "$109.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Run Falcon 5 Sneaker", "asin": "B0CKMMNT7L", "price": "$48.75", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Dr. Scholl\u2019s Sport Insoles - Superior Shock Absorption and Arch Support to Reduce Muscle Fatigue and Stress on Lower Body Joints for Men Size 8-14", "asin": "B01M8O5G65", "price": "$12.54", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Fresh Foam Arishi V4 Running Shoe", "asin": "B09H3PMW51", "price": "$52.49", "delivery": "FREE delivery Wed, Apr 16 for Prime members"}, {"title": "Men's Gowalk Flex Hands Free Slip ins Athletic Slip-On Casual Walking Shoe", "asin": "B0B9BNNTR2", "price": "$60.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Unisex Adult Samba Indoor Soccer Shoe", "asin": "B0CKMKR7XH", "price": "$89.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Amplifier Sneaker", "asin": "B0D32GGTTZ", "price": "$50.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Swift Run Sneaker", "asin": "B0BHPSBVY9", "price": "$80.00", "delivery": "FREE delivery Apr 17 - 21 Or fastest delivery Apr 15 - 16"}, {"title": "Men's Own The Game 3.0 Basketball Sneaker", "asin": "B0CKMFVFKQ", "price": "$42.50", "delivery": " Two-Day FREE delivery Sun, Apr 13"}, {"title": "Men's Zero Drop Running Shoes + Wide Toe Box", "asin": "B0BRXC3799", "price": "$43.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"}, {"title": "Quick-Dry Water Sports Barefoot Shoes Aqua Socks for Swim Beach Pool Surf Yoga for Women Men", "asin": "B0B4SV2681", "price": "$5.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men\u2019s Adrenaline GTS 24 Supportive Running Shoe", "asin": "B0CQTMGDHW", "price": "$139.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's, Gowalk Arch Fit Idyllic Sneaker", "asin": "B08LDFYLKB", "price": "$66.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Water Shoes Mens Women Barefoot Shoes Quick Dry Aqua Outdoor Sports for Swim Pool Beach Surf Walk Water Yoga River Lake Hiking Kayaking", "asin": "B08P4MD63C", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Kaptir 3.0 Sneaker", "asin": "B0CKMC9PWC", "price": "$59.99", "delivery": "FREE delivery Mon, Apr 14"}, {"title": "Men's Sneakers: Athletic, Comfortable, Casual Lace-Up Fashion Walking Shoes", "asin": "B0D9KRBQ72", "price": "$29.98", "delivery": " Two-Day FREE delivery Sun, Apr 13"}, {"title": "Mens Running Shoes Blade Fashion Sneakers Shoes Breathable Walking Shoe Sport Athletic Shoes", "asin": "B0DRP1HGYS", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Women's Water Shoes Slides", "asin": "B09DXTJ1QR", "price": "$51.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Road-Running-Shoes Walking Fashion Athletic Sneakers Working Gym Comfort Lightweight Mesh Soft Sole Shoes", "asin": "B0DJM6JQSC", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's S2G Spikeless 24 Golf Shoe", "asin": "B0C66XPBGB", "price": "$79.97", "delivery": "$8.99 delivery Apr 22 - 23"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-12T04:02:54.239Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-12T04:02:54.239Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-12T04:02:54.239Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2767, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sports shoes\"}],\n\"promotion_items\": [{\"title\": \"VAMJAMMen's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes \", \"asin\": \"B097R395YP\", \"price\": \"$29.69\", \"quantity\": \"\"},\n{\"title\": \"VAMJAMMen's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes \", \"asin\": \"B09783KQKM\", \"price\": \"$31.49\", \"quantity\": \"\"},\n{\"title\": \"DLWKIPVMen's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion \", \"asin\": \"B0D839X33C\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"WrezatroMen's Slip on Walking Shoes Ultra Light Breathable Non Slip Running Shoes Casual Fashion Sneakers Mesh Workout Sports \", \"asin\": \"B09JBXGTY6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"LCGJRMen's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes \", \"asin\": \"B09G9Z91GF\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"KapsenMen's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes \", \"asin\": \"B09PN78M3Y\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"VAMJAMMen's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes \", \"asin\": \"B097R32LTC\", \"price\": \"$29.69\", \"quantity\": \"\"},\n{\"title\": \"VAMJAMMen's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes \", \"asin\": \"B09783KQKM\", \"price\": \"$31.49\", \"quantity\": \"\"},\n{\"title\": \"Hello MrLinMen's Running Shoes Non Slip Athletic Tennis Walking Blade Type Sneakers Hip Hop \", \"asin\": \"B08M68M4XK\", \"price\": \"$36.95\", \"quantity\": \"\"},\n{\"title\": \"FeethitMens Slip On Running Shoes Breathable Lightweight Comfortable Fashion Non Slip Sneakers for Men \", \"asin\": \"B089LMY1MQ\", \"price\": \"$28.79\", \"quantity\": \"\"},\n{\"title\": \"VILOCYMen's Fashion Dress Sneakers Casual Walking Shoes Business Oxfords Comfortable Breathable Lightweight Tennis \", \"asin\": \"B0CL5XH5L8\", \"price\": \"$37.79\", \"quantity\": \"\"},\n{\"title\": \"WHITINMen's Barefoot Running Shoes | Minimalist Cross-Trainer | Zero Drop Sole \", \"asin\": \"B08CK2G9V6\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Backcountry Iron 8 Inch Smooth Wasatch Pre-Seasoned Round Cast Iron Skillet\", \"asin\": \"B09CXQPRRL\", \"price\": \"$90.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Cast Iron Skillet - 10.5\\u201d Enameled Cast Iron Pan With 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Gray\", \"asin\": \"B0DJRYJYQ9\", \"price\": \"$185.00\", \"quantity\": \"\"},\n{\"title\": \"Made In Cookware - 3 Piece (Includes 8\\\",10\\\",12\\\") Seasoned Blue Carbon Steel Frying Pan - (Like Cast Iron, but Better) - Professional Cookware - Crafted in Sweden - Induction Compatible\", \"asin\": \"B0D85JPB6M\", \"price\": \"$279.00\", \"quantity\": \"\"},\n{\"title\": \"Flambo Skillet #10 - Naturally Non-Stick 10 Inch Pre-Seasoned Cast Iron Frying Pan - Smooth Nonstick Finish for Grilling, Frying, Sauteing, Searing, Baking - Use on Oven, Stove, Grill, or Campfire\", \"asin\": \"B0DCVJRKZC\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"COOKLIFE 10 Inch Smooth Cast Iron Skillet - Dishwasher & Oven Safe Pre-Seasoned Cast Iron Pan - Cast Iron Frying Pan for Indoor & Outdoor Use\", \"asin\": \"B0DF2DB9H6\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"COOKLIFE 9.5 Inch Lightweight Enameled Cast Iron Skilllet with Lid - Toxin-Free - Oven Safe up to 500\\u00b0 F or on Stovetop - Cast Iron Frying Pan for Cook, Bake - Tangelo\", \"asin\": \"B0DBPKDF4J\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Kankay 6-Inch Carbon Steel Pan \\u2013 Durable & Versatile Cooking Tool \\u2013 Lightweight Carbon Steel Skillet (Like Cast Iron but Better) \\u2013 Perfect for Meat, Vegetables & Desserts\", \"asin\": \"B0DSJYFZPX\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ4Q\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"The Only Academic Phrasebook You'll Ever Need: 600 Examples of Academic Language\", \"asin\": \"1539527751\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 XL Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ8M\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"The Craft of Research, Fifth Edition (Chicago Guides to Writing, Editing, and Publishing)\", \"asin\": \"0226826678\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"myCartridge SUPRINT 245XL Ink Cartridge PG-245 CL-246 Replacement for Canon Ink 245 and 246 Compatible for Canon 245XL 246XL Combo Pack for Pixma MG2522 TS3122 TS3322 MX490 TR4520 Printer 245 Ink\", \"asin\": \"B08J3NY6QV\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"How to Write a Lot: A Practical Guide to Productive Academic Writing (2018 New Edition) (APA LifeTools Series)\", \"asin\": \"1433829738\", \"price\": \"$21.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Avia Air Slip On Shoes for Men - Casual Comfortable Athletic Tennis Walking Sneakers for Men with Memory Foam - Dark Grey, 9 Medium\", \"asin\": \"B0C885NG8G\"}],\n\"search_results\": [{\"title\": \"Reebok Unisex Adult Club C 85 Vintage\", \"asin\": \"B093TW78HW\", \"price\": \"$67.41\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Men's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes\", \"asin\": \"B08MF3BGB4\", \"price\": \"$29.74\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Anti-Slip Mens Athletic Shoes, Wide Toe Box Running Shoes for Men with Breathable Mesh, Lightweight Mens Slip-On Walking Sneakers for Workout, Gym, Jogging and Sports\", \"asin\": \"B0DS2F4NXQ\", \"price\": \"$29.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Men's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion\", \"asin\": \"B0D83BGPVL\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Men's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes\", \"asin\": \"B097R4CDB8\", \"price\": \"$29.69\", \"delivery\": \" FREE delivery Mon, Apr 14 \"},\n{\"title\": \"Men's Charged Surge 4 Sneaker\", \"asin\": \"B0BZXMXTT2\", \"price\": \"$47.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Men's Charged Assert 10 Running Shoe\", \"asin\": \"B09XBWQ9Y9\", \"price\": \"$56.25\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's 608 V5 Casual Comfort Cross Trainer\", \"asin\": \"B079FFDS4Y\", \"price\": \"$56.24\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Charged Assert 9 Running Shoe\", \"asin\": \"B087TH4JM6\", \"price\": \"$64.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion\", \"asin\": \"B0D83BGPVL\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Mens Running Shoes Slip On Tennis Walking Sneakers Workout Athletic Lightweight Casual Sport Shoes\", \"asin\": \"B0DMVDRP69\", \"price\": \"$18.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Slip on Walking Shoes Ultra Light Breathable Non Slip Running Shoes Casual Fashion Sneakers Mesh Workout Sports\", \"asin\": \"B09JBXGTY6\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes\", \"asin\": \"B09PN78M3Y\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Running Shoes for Men Slip on Tennis Shoes Fashion Sneakers Lightweight Breathable Casual Walking Shoes Outdoor Workout Athletic Training Gym Trainer Sport Trainers\", \"asin\": \"B0DMCJ3V3Z\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Men's Running Shoes Walking Trainers Sneaker Athletic Gym Fitness Sport Shoes Lightweight Casual Working Jogging Outdoor Shoe\", \"asin\": \"B09GTHPCYV\", \"price\": \"$32.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Mens Running Shoes Fashion Sneakers Tennis Walking Shoes Lightweight Athletic Gym Workout Shoes\", \"asin\": \"B0D1B42GVJ\", \"price\": \"$20.48\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Mens Tazon 6 Cross Trainer\", \"asin\": \"B01G3LZ02W\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Apr 23 - 29 for Prime members\"},\n{\"title\": \"Water Sports Shoes Barefoot Quick-Dry Aqua Yoga Socks Slip-on for Men Women\", \"asin\": \"B0DGNYT1KX\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Lite Racer Adapt 7.0 Sneaker\", \"asin\": \"B0CKMC76MS\", \"price\": \"$52.52\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"Men's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes\", \"asin\": \"B09G9Z91GF\", \"price\": \"$29.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Mens Wide Walking Shoes Soft Sole Non Slip Running Comfortable Tennis Breathable Athletic Gym Workout Sport Sneakers\", \"asin\": \"B0D93SCL1M\", \"price\": \"$35.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Men's Running Shoes Comfortable Lightweight Breathable Walking Shoes Mesh Workout Casual Sports Shoes\", \"asin\": \"B09YL77WRP\", \"price\": \"$18.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 Only 2 left in stock - order soon.\"},\n{\"title\": \"Whitin Men's Supportive Running Shoes Cushioned Athletic Sneakers\", \"asin\": \"B087BY2WYC\", \"price\": \"$39.99\", \"delivery\": \" FREE delivery Mon, Apr 14 \"},\n{\"title\": \"Men's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes\", \"asin\": \"B08FR1KG11\", \"price\": \"$29.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Response Running Sneaker\", \"asin\": \"B0CKMKQDQS\", \"price\": \"$42.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Golf Men's Grip Fusion Sport Golf Shoe\", \"asin\": \"B07FNZ84ZX\", \"price\": \"$43.46\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Racer TR23 Sneaker\", \"asin\": \"B0BHPWC1BZ\", \"price\": \"$49.47\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Mens Walking Shoes Non Slip Running Shoes Breathable Slip on Sneakers Lightwight Gym Tennis Shoes for Men\", \"asin\": \"B0D9399BDZ\", \"price\": \"$29.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Men's Gamecourt 2.0 Tennis Shoe\", \"asin\": \"B0BG7DH2YZ\", \"price\": \"$56.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men\\u2019s Adrenaline GTS 23 Supportive Running Shoe\", \"asin\": \"B0BJ7WNGLK\", \"price\": \"$99.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Men's Energy Afterburn Lace-Up Sneaker\", \"asin\": \"B000ARG5T8\", \"price\": \"$52.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's X_PLR Path Sneaker\", \"asin\": \"B0CKMPP4HS\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's 608 V5 Cross Trainer\", \"asin\": \"B07B417MT5\", \"price\": \"$59.52\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes\", \"asin\": \"B09PN8N97T\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Slip on Walking Running Shoes Blade Tennis Casual Fashion Sneakers Comfort Non Slip Work Sport Athletic Trainer\", \"asin\": \"B09PD2SV8T\", \"price\": \"$37.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Womens Slip On Sneakers Women Walking Tennis Shoes Lightweight Casual Sneakers for Gym Travel Work\", \"asin\": \"B09Q312NKM\", \"price\": \"$37.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Water Shoes for Women Men Quick-Dry Aqua Socks Swim Beach Barefoot Yoga Exercise Wear Sport Accessories Pool Camping Must Haves Adult Youth Size\", \"asin\": \"B09Q3MYDQH\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's Walking Shoes Lightweight Tennis Fashion Sneakers Sports Workout Gym Shoes for Running\", \"asin\": \"B0BP239492\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's D'Lites Fresh Start Memory Foam Lace-Up Sneaker\", \"asin\": \"B014GNJYFS\", \"price\": \"$42.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's Charged Assert 9 Running Shoe\", \"asin\": \"B087TN2SX9\", \"price\": \"$69.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's Charged Assert 10\", \"asin\": \"B09XBVK442\", \"price\": \"$56.25\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Womens Shoes Running Sneakers Tennis Non Slip Walking Gym Workout Athletic Comfortable Fashion saport Casual Shoe\", \"asin\": \"B0DFWDYQS2\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men\\u2019s Ghost 16 Neutral Running Shoe\", \"asin\": \"B0CGYFZJC5\", \"price\": \"$109.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Run Falcon 5 Sneaker\", \"asin\": \"B0CKMMNT7L\", \"price\": \"$48.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Dr. Scholl\\u2019s Sport Insoles - Superior Shock Absorption and Arch Support to Reduce Muscle Fatigue and Stress on Lower Body Joints for Men Size 8-14\", \"asin\": \"B01M8O5G65\", \"price\": \"$12.54\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Fresh Foam Arishi V4 Running Shoe\", \"asin\": \"B09H3PMW51\", \"price\": \"$52.49\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"Men's Gowalk Flex Hands Free Slip ins Athletic Slip-On Casual Walking Shoe\", \"asin\": \"B0B9BNNTR2\", \"price\": \"$60.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Unisex Adult Samba Indoor Soccer Shoe\", \"asin\": \"B0CKMKR7XH\", \"price\": \"$89.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Amplifier Sneaker\", \"asin\": \"B0D32GGTTZ\", \"price\": \"$50.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Swift Run Sneaker\", \"asin\": \"B0BHPSBVY9\", \"price\": \"$80.00\", \"delivery\": \"FREE delivery Apr 17 - 21 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Men's Own The Game 3.0 Basketball Sneaker\", \"asin\": \"B0CKMFVFKQ\", \"price\": \"$42.50\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Men's Zero Drop Running Shoes + Wide Toe Box\", \"asin\": \"B0BRXC3799\", \"price\": \"$43.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Quick-Dry Water Sports Barefoot Shoes Aqua Socks for Swim Beach Pool Surf Yoga for Women Men\", \"asin\": \"B0B4SV2681\", \"price\": \"$5.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men\\u2019s Adrenaline GTS 24 Supportive Running Shoe\", \"asin\": \"B0CQTMGDHW\", \"price\": \"$139.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's, Gowalk Arch Fit Idyllic Sneaker\", \"asin\": \"B08LDFYLKB\", \"price\": \"$66.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Water Shoes Mens Women Barefoot Shoes Quick Dry Aqua Outdoor Sports for Swim Pool Beach Surf Walk Water Yoga River Lake Hiking Kayaking\", \"asin\": \"B08P4MD63C\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Kaptir 3.0 Sneaker\", \"asin\": \"B0CKMC9PWC\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"Men's Sneakers: Athletic, Comfortable, Casual Lace-Up Fashion Walking Shoes\", \"asin\": \"B0D9KRBQ72\", \"price\": \"$29.98\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Mens Running Shoes Blade Fashion Sneakers Shoes Breathable Walking Shoe Sport Athletic Shoes\", \"asin\": \"B0DRP1HGYS\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's Water Shoes Slides\", \"asin\": \"B09DXTJ1QR\", \"price\": \"$51.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Road-Running-Shoes Walking Fashion Athletic Sneakers Working Gym Comfort Lightweight Mesh Soft Sole Shoes\", \"asin\": \"B0DJM6JQSC\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's S2G Spikeless 24 Golf Shoe\", \"asin\": \"B0C66XPBGB\", \"price\": \"$79.97\", \"delivery\": \"$8.99 delivery Apr 22 - 23\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T04:02:54.239Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"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\": \"sports shoes\"}],\n\"promotion_items\": [{\"title\": \"VAMJAMMen's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes \", \"asin\": \"B097R395YP\", \"price\": \"$29.69\", \"quantity\": \"\"},\n{\"title\": \"VAMJAMMen's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes \", \"asin\": \"B09783KQKM\", \"price\": \"$31.49\", \"quantity\": \"\"},\n{\"title\": \"DLWKIPVMen's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion \", \"asin\": \"B0D839X33C\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"WrezatroMen's Slip on Walking Shoes Ultra Light Breathable Non Slip Running Shoes Casual Fashion Sneakers Mesh Workout Sports \", \"asin\": \"B09JBXGTY6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"LCGJRMen's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes \", \"asin\": \"B09G9Z91GF\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"KapsenMen's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes \", \"asin\": \"B09PN78M3Y\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"VAMJAMMen's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes \", \"asin\": \"B097R32LTC\", \"price\": \"$29.69\", \"quantity\": \"\"},\n{\"title\": \"VAMJAMMen's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes \", \"asin\": \"B09783KQKM\", \"price\": \"$31.49\", \"quantity\": \"\"},\n{\"title\": \"Hello MrLinMen's Running Shoes Non Slip Athletic Tennis Walking Blade Type Sneakers Hip Hop \", \"asin\": \"B08M68M4XK\", \"price\": \"$36.95\", \"quantity\": \"\"},\n{\"title\": \"FeethitMens Slip On Running Shoes Breathable Lightweight Comfortable Fashion Non Slip Sneakers for Men \", \"asin\": \"B089LMY1MQ\", \"price\": \"$28.79\", \"quantity\": \"\"},\n{\"title\": \"VILOCYMen's Fashion Dress Sneakers Casual Walking Shoes Business Oxfords Comfortable Breathable Lightweight Tennis \", \"asin\": \"B0CL5XH5L8\", \"price\": \"$37.79\", \"quantity\": \"\"},\n{\"title\": \"WHITINMen's Barefoot Running Shoes | Minimalist Cross-Trainer | Zero Drop Sole \", \"asin\": \"B08CK2G9V6\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Backcountry Iron 8 Inch Smooth Wasatch Pre-Seasoned Round Cast Iron Skillet\", \"asin\": \"B09CXQPRRL\", \"price\": \"$90.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Cast Iron Skillet - 10.5\\u201d Enameled Cast Iron Pan With 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Gray\", \"asin\": \"B0DJRYJYQ9\", \"price\": \"$185.00\", \"quantity\": \"\"},\n{\"title\": \"Made In Cookware - 3 Piece (Includes 8\\\",10\\\",12\\\") Seasoned Blue Carbon Steel Frying Pan - (Like Cast Iron, but Better) - Professional Cookware - Crafted in Sweden - Induction Compatible\", \"asin\": \"B0D85JPB6M\", \"price\": \"$279.00\", \"quantity\": \"\"},\n{\"title\": \"Flambo Skillet #10 - Naturally Non-Stick 10 Inch Pre-Seasoned Cast Iron Frying Pan - Smooth Nonstick Finish for Grilling, Frying, Sauteing, Searing, Baking - Use on Oven, Stove, Grill, or Campfire\", \"asin\": \"B0DCVJRKZC\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"COOKLIFE 10 Inch Smooth Cast Iron Skillet - Dishwasher & Oven Safe Pre-Seasoned Cast Iron Pan - Cast Iron Frying Pan for Indoor & Outdoor Use\", \"asin\": \"B0DF2DB9H6\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"COOKLIFE 9.5 Inch Lightweight Enameled Cast Iron Skilllet with Lid - Toxin-Free - Oven Safe up to 500\\u00b0 F or on Stovetop - Cast Iron Frying Pan for Cook, Bake - Tangelo\", \"asin\": \"B0DBPKDF4J\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Kankay 6-Inch Carbon Steel Pan \\u2013 Durable & Versatile Cooking Tool \\u2013 Lightweight Carbon Steel Skillet (Like Cast Iron but Better) \\u2013 Perfect for Meat, Vegetables & Desserts\", \"asin\": \"B0DSJYFZPX\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ4Q\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"The Only Academic Phrasebook You'll Ever Need: 600 Examples of Academic Language\", \"asin\": \"1539527751\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 XL Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ8M\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"The Craft of Research, Fifth Edition (Chicago Guides to Writing, Editing, and Publishing)\", \"asin\": \"0226826678\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"myCartridge SUPRINT 245XL Ink Cartridge PG-245 CL-246 Replacement for Canon Ink 245 and 246 Compatible for Canon 245XL 246XL Combo Pack for Pixma MG2522 TS3122 TS3322 MX490 TR4520 Printer 245 Ink\", \"asin\": \"B08J3NY6QV\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"How to Write a Lot: A Practical Guide to Productive Academic Writing (2018 New Edition) (APA LifeTools Series)\", \"asin\": \"1433829738\", \"price\": \"$21.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Avia Air Slip On Shoes for Men - Casual Comfortable Athletic Tennis Walking Sneakers for Men with Memory Foam - Dark Grey, 9 Medium\", \"asin\": \"B0C885NG8G\"}],\n\"search_results\": [{\"title\": \"Reebok Unisex Adult Club C 85 Vintage\", \"asin\": \"B093TW78HW\", \"price\": \"$67.41\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Men's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes\", \"asin\": \"B08MF3BGB4\", \"price\": \"$29.74\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Anti-Slip Mens Athletic Shoes, Wide Toe Box Running Shoes for Men with Breathable Mesh, Lightweight Mens Slip-On Walking Sneakers for Workout, Gym, Jogging and Sports\", \"asin\": \"B0DS2F4NXQ\", \"price\": \"$29.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Men's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion\", \"asin\": \"B0D83BGPVL\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Men's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes\", \"asin\": \"B097R4CDB8\", \"price\": \"$29.69\", \"delivery\": \" FREE delivery Mon, Apr 14 \"},\n{\"title\": \"Men's Charged Surge 4 Sneaker\", \"asin\": \"B0BZXMXTT2\", \"price\": \"$47.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Men's Charged Assert 10 Running Shoe\", \"asin\": \"B09XBWQ9Y9\", \"price\": \"$56.25\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's 608 V5 Casual Comfort Cross Trainer\", \"asin\": \"B079FFDS4Y\", \"price\": \"$56.24\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Charged Assert 9 Running Shoe\", \"asin\": \"B087TH4JM6\", \"price\": \"$64.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion\", \"asin\": \"B0D83BGPVL\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Mens Running Shoes Slip On Tennis Walking Sneakers Workout Athletic Lightweight Casual Sport Shoes\", \"asin\": \"B0DMVDRP69\", \"price\": \"$18.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Slip on Walking Shoes Ultra Light Breathable Non Slip Running Shoes Casual Fashion Sneakers Mesh Workout Sports\", \"asin\": \"B09JBXGTY6\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes\", \"asin\": \"B09PN78M3Y\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Running Shoes for Men Slip on Tennis Shoes Fashion Sneakers Lightweight Breathable Casual Walking Shoes Outdoor Workout Athletic Training Gym Trainer Sport Trainers\", \"asin\": \"B0DMCJ3V3Z\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Men's Running Shoes Walking Trainers Sneaker Athletic Gym Fitness Sport Shoes Lightweight Casual Working Jogging Outdoor Shoe\", \"asin\": \"B09GTHPCYV\", \"price\": \"$32.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Mens Running Shoes Fashion Sneakers Tennis Walking Shoes Lightweight Athletic Gym Workout Shoes\", \"asin\": \"B0D1B42GVJ\", \"price\": \"$20.48\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Mens Tazon 6 Cross Trainer\", \"asin\": \"B01G3LZ02W\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Apr 23 - 29 for Prime members\"},\n{\"title\": \"Water Sports Shoes Barefoot Quick-Dry Aqua Yoga Socks Slip-on for Men Women\", \"asin\": \"B0DGNYT1KX\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Lite Racer Adapt 7.0 Sneaker\", \"asin\": \"B0CKMC76MS\", \"price\": \"$52.52\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"Men's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes\", \"asin\": \"B09G9Z91GF\", \"price\": \"$29.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Mens Wide Walking Shoes Soft Sole Non Slip Running Comfortable Tennis Breathable Athletic Gym Workout Sport Sneakers\", \"asin\": \"B0D93SCL1M\", \"price\": \"$35.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Men's Running Shoes Comfortable Lightweight Breathable Walking Shoes Mesh Workout Casual Sports Shoes\", \"asin\": \"B09YL77WRP\", \"price\": \"$18.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 Only 2 left in stock - order soon.\"},\n{\"title\": \"Whitin Men's Supportive Running Shoes Cushioned Athletic Sneakers\", \"asin\": \"B087BY2WYC\", \"price\": \"$39.99\", \"delivery\": \" FREE delivery Mon, Apr 14 \"},\n{\"title\": \"Men's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes\", \"asin\": \"B08FR1KG11\", \"price\": \"$29.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Response Running Sneaker\", \"asin\": \"B0CKMKQDQS\", \"price\": \"$42.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Golf Men's Grip Fusion Sport Golf Shoe\", \"asin\": \"B07FNZ84ZX\", \"price\": \"$43.46\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Racer TR23 Sneaker\", \"asin\": \"B0BHPWC1BZ\", \"price\": \"$49.47\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Mens Walking Shoes Non Slip Running Shoes Breathable Slip on Sneakers Lightwight Gym Tennis Shoes for Men\", \"asin\": \"B0D9399BDZ\", \"price\": \"$29.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Men's Gamecourt 2.0 Tennis Shoe\", \"asin\": \"B0BG7DH2YZ\", \"price\": \"$56.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men\\u2019s Adrenaline GTS 23 Supportive Running Shoe\", \"asin\": \"B0BJ7WNGLK\", \"price\": \"$99.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Men's Energy Afterburn Lace-Up Sneaker\", \"asin\": \"B000ARG5T8\", \"price\": \"$52.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's X_PLR Path Sneaker\", \"asin\": \"B0CKMPP4HS\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's 608 V5 Cross Trainer\", \"asin\": \"B07B417MT5\", \"price\": \"$59.52\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes\", \"asin\": \"B09PN8N97T\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Slip on Walking Running Shoes Blade Tennis Casual Fashion Sneakers Comfort Non Slip Work Sport Athletic Trainer\", \"asin\": \"B09PD2SV8T\", \"price\": \"$37.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Womens Slip On Sneakers Women Walking Tennis Shoes Lightweight Casual Sneakers for Gym Travel Work\", \"asin\": \"B09Q312NKM\", \"price\": \"$37.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Water Shoes for Women Men Quick-Dry Aqua Socks Swim Beach Barefoot Yoga Exercise Wear Sport Accessories Pool Camping Must Haves Adult Youth Size\", \"asin\": \"B09Q3MYDQH\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's Walking Shoes Lightweight Tennis Fashion Sneakers Sports Workout Gym Shoes for Running\", \"asin\": \"B0BP239492\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's D'Lites Fresh Start Memory Foam Lace-Up Sneaker\", \"asin\": \"B014GNJYFS\", \"price\": \"$42.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's Charged Assert 9 Running Shoe\", \"asin\": \"B087TN2SX9\", \"price\": \"$69.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's Charged Assert 10\", \"asin\": \"B09XBVK442\", \"price\": \"$56.25\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Womens Shoes Running Sneakers Tennis Non Slip Walking Gym Workout Athletic Comfortable Fashion saport Casual Shoe\", \"asin\": \"B0DFWDYQS2\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men\\u2019s Ghost 16 Neutral Running Shoe\", \"asin\": \"B0CGYFZJC5\", \"price\": \"$109.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Run Falcon 5 Sneaker\", \"asin\": \"B0CKMMNT7L\", \"price\": \"$48.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Dr. Scholl\\u2019s Sport Insoles - Superior Shock Absorption and Arch Support to Reduce Muscle Fatigue and Stress on Lower Body Joints for Men Size 8-14\", \"asin\": \"B01M8O5G65\", \"price\": \"$12.54\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Fresh Foam Arishi V4 Running Shoe\", \"asin\": \"B09H3PMW51\", \"price\": \"$52.49\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"Men's Gowalk Flex Hands Free Slip ins Athletic Slip-On Casual Walking Shoe\", \"asin\": \"B0B9BNNTR2\", \"price\": \"$60.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Unisex Adult Samba Indoor Soccer Shoe\", \"asin\": \"B0CKMKR7XH\", \"price\": \"$89.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Amplifier Sneaker\", \"asin\": \"B0D32GGTTZ\", \"price\": \"$50.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Swift Run Sneaker\", \"asin\": \"B0BHPSBVY9\", \"price\": \"$80.00\", \"delivery\": \"FREE delivery Apr 17 - 21 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Men's Own The Game 3.0 Basketball Sneaker\", \"asin\": \"B0CKMFVFKQ\", \"price\": \"$42.50\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Men's Zero Drop Running Shoes + Wide Toe Box\", \"asin\": \"B0BRXC3799\", \"price\": \"$43.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Quick-Dry Water Sports Barefoot Shoes Aqua Socks for Swim Beach Pool Surf Yoga for Women Men\", \"asin\": \"B0B4SV2681\", \"price\": \"$5.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men\\u2019s Adrenaline GTS 24 Supportive Running Shoe\", \"asin\": \"B0CQTMGDHW\", \"price\": \"$139.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's, Gowalk Arch Fit Idyllic Sneaker\", \"asin\": \"B08LDFYLKB\", \"price\": \"$66.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Water Shoes Mens Women Barefoot Shoes Quick Dry Aqua Outdoor Sports for Swim Pool Beach Surf Walk Water Yoga River Lake Hiking Kayaking\", \"asin\": \"B08P4MD63C\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Kaptir 3.0 Sneaker\", \"asin\": \"B0CKMC9PWC\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"Men's Sneakers: Athletic, Comfortable, Casual Lace-Up Fashion Walking Shoes\", \"asin\": \"B0D9KRBQ72\", \"price\": \"$29.98\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Mens Running Shoes Blade Fashion Sneakers Shoes Breathable Walking Shoe Sport Athletic Shoes\", \"asin\": \"B0DRP1HGYS\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's Water Shoes Slides\", \"asin\": \"B09DXTJ1QR\", \"price\": \"$51.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Road-Running-Shoes Walking Fashion Athletic Sneakers Working Gym Comfort Lightweight Mesh Soft Sole Shoes\", \"asin\": \"B0DJM6JQSC\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's S2G Spikeless 24 Golf Shoe\", \"asin\": \"B0C66XPBGB\", \"price\": \"$79.97\", \"delivery\": \"$8.99 delivery Apr 22 - 23\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T04:02:54.701Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-12T04:02:54.701Z
click
search
rule
train
2,768
2025-04-12T04:02:54.701Z
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": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:01:43.860Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:28.291Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:02:54.239Z", "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": "sports shoes"}], "promotion_items": [{"title": "VAMJAMMen's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes ", "asin": "B097R395YP", "price": "$29.69", "quantity": ""}, {"title": "VAMJAMMen's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes ", "asin": "B09783KQKM", "price": "$31.49", "quantity": ""}, {"title": "DLWKIPVMen's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion ", "asin": "B0D839X33C", "price": "$19.99", "quantity": ""}, {"title": "WrezatroMen's Slip on Walking Shoes Ultra Light Breathable Non Slip Running Shoes Casual Fashion Sneakers Mesh Workout Sports ", "asin": "B09JBXGTY6", "price": "$19.99", "quantity": ""}, {"title": "LCGJRMen's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes ", "asin": "B09G9Z91GF", "price": "$29.99", "quantity": ""}, {"title": "KapsenMen's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes ", "asin": "B09PN78M3Y", "price": "$19.99", "quantity": ""}, {"title": "VAMJAMMen's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes ", "asin": "B097R32LTC", "price": "$29.69", "quantity": ""}, {"title": "VAMJAMMen's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes ", "asin": "B09783KQKM", "price": "$31.49", "quantity": ""}, {"title": "Hello MrLinMen's Running Shoes Non Slip Athletic Tennis Walking Blade Type Sneakers Hip Hop ", "asin": "B08M68M4XK", "price": "$36.95", "quantity": ""}, {"title": "FeethitMens Slip On Running Shoes Breathable Lightweight Comfortable Fashion Non Slip Sneakers for Men ", "asin": "B089LMY1MQ", "price": "$28.79", "quantity": ""}, {"title": "VILOCYMen's Fashion Dress Sneakers Casual Walking Shoes Business Oxfords Comfortable Breathable Lightweight Tennis ", "asin": "B0CL5XH5L8", "price": "$37.79", "quantity": ""}, {"title": "WHITINMen's Barefoot Running Shoes | Minimalist Cross-Trainer | Zero Drop Sole ", "asin": "B08CK2G9V6", "price": "$39.99", "quantity": ""}, {"title": "Backcountry Iron 8 Inch Smooth Wasatch Pre-Seasoned Round Cast Iron Skillet", "asin": "B09CXQPRRL", "price": "$90.00", "quantity": ""}, {"title": "Caraway Cast Iron Skillet - 10.5\u201d Enameled Cast Iron Pan With 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Gray", "asin": "B0DJRYJYQ9", "price": "$185.00", "quantity": ""}, {"title": "Made In Cookware - 3 Piece (Includes 8\",10\",12\") Seasoned Blue Carbon Steel Frying Pan - (Like Cast Iron, but Better) - Professional Cookware - Crafted in Sweden - Induction Compatible", "asin": "B0D85JPB6M", "price": "$279.00", "quantity": ""}, {"title": "Flambo Skillet #10 - Naturally Non-Stick 10 Inch Pre-Seasoned Cast Iron Frying Pan - Smooth Nonstick Finish for Grilling, Frying, Sauteing, Searing, Baking - Use on Oven, Stove, Grill, or Campfire", "asin": "B0DCVJRKZC", "price": "$89.99", "quantity": ""}, {"title": "COOKLIFE 10 Inch Smooth Cast Iron Skillet - Dishwasher & Oven Safe Pre-Seasoned Cast Iron Pan - Cast Iron Frying Pan for Indoor & Outdoor Use", "asin": "B0DF2DB9H6", "price": "$99.99", "quantity": ""}, {"title": "COOKLIFE 9.5 Inch Lightweight Enameled Cast Iron Skilllet with Lid - Toxin-Free - Oven Safe up to 500\u00b0 F or on Stovetop - Cast Iron Frying Pan for Cook, Bake - Tangelo", "asin": "B0DBPKDF4J", "price": "$69.99", "quantity": ""}, {"title": "Kankay 6-Inch Carbon Steel Pan \u2013 Durable & Versatile Cooking Tool \u2013 Lightweight Carbon Steel Skillet (Like Cast Iron but Better) \u2013 Perfect for Meat, Vegetables & Desserts", "asin": "B0DSJYFZPX", "price": "$49.99", "quantity": ""}, {"title": "Canon PG-245 Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320", "asin": "B00E58RQ4Q", "price": "$18.99", "quantity": ""}, {"title": "The Only Academic Phrasebook You'll Ever Need: 600 Examples of Academic Language", "asin": "1539527751", "price": "$11.99", "quantity": ""}, {"title": "Canon PG-245 XL Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320", "asin": "B00E58RQ8M", "price": "$29.00", "quantity": ""}, {"title": "The Craft of Research, Fifth Edition (Chicago Guides to Writing, Editing, and Publishing)", "asin": "0226826678", "price": "$16.99", "quantity": ""}, {"title": "myCartridge SUPRINT 245XL Ink Cartridge PG-245 CL-246 Replacement for Canon Ink 245 and 246 Compatible for Canon 245XL 246XL Combo Pack for Pixma MG2522 TS3122 TS3322 MX490 TR4520 Printer 245 Ink", "asin": "B08J3NY6QV", "price": "$29.99", "quantity": ""}, {"title": "How to Write a Lot: A Practical Guide to Productive Academic Writing (2018 New Edition) (APA LifeTools Series)", "asin": "1433829738", "price": "$21.99", "quantity": ""}], "ads": [{"title": "Avia Air Slip On Shoes for Men - Casual Comfortable Athletic Tennis Walking Sneakers for Men with Memory Foam - Dark Grey, 9 Medium", "asin": "B0C885NG8G"}], "search_results": [{"title": "Reebok Unisex Adult Club C 85 Vintage", "asin": "B093TW78HW", "price": "$67.41", "delivery": " Two-DayFREE delivery Sun, Apr 13 "}, {"title": "Men's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes", "asin": "B08MF3BGB4", "price": "$29.74", "delivery": " One-DayFREE delivery Tomorrow, Apr 12 "}, {"title": "Anti-Slip Mens Athletic Shoes, Wide Toe Box Running Shoes for Men with Breathable Mesh, Lightweight Mens Slip-On Walking Sneakers for Workout, Gym, Jogging and Sports", "asin": "B0DS2F4NXQ", "price": "$29.99", "delivery": " Two-DayFREE delivery Sun, Apr 13 "}, {"title": "Men's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion", "asin": "B0D83BGPVL", "price": "$19.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 12 "}, {"title": "Men's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes", "asin": "B097R4CDB8", "price": "$29.69", "delivery": " FREE delivery Mon, Apr 14 "}, {"title": "Men's Charged Surge 4 Sneaker", "asin": "B0BZXMXTT2", "price": "$47.95", "delivery": " Two-Day FREE delivery Sun, Apr 13"}, {"title": "Men's Charged Assert 10 Running Shoe", "asin": "B09XBWQ9Y9", "price": "$56.25", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's 608 V5 Casual Comfort Cross Trainer", "asin": "B079FFDS4Y", "price": "$56.24", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Charged Assert 9 Running Shoe", "asin": "B087TH4JM6", "price": "$64.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion", "asin": "B0D83BGPVL", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Mens Running Shoes Slip On Tennis Walking Sneakers Workout Athletic Lightweight Casual Sport Shoes", "asin": "B0DMVDRP69", "price": "$18.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Slip on Walking Shoes Ultra Light Breathable Non Slip Running Shoes Casual Fashion Sneakers Mesh Workout Sports", "asin": "B09JBXGTY6", "price": "$19.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 12 "}, {"title": "Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes", "asin": "B09PN78M3Y", "price": "$19.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 12 "}, {"title": "Running Shoes for Men Slip on Tennis Shoes Fashion Sneakers Lightweight Breathable Casual Walking Shoes Outdoor Workout Athletic Training Gym Trainer Sport Trainers", "asin": "B0DMCJ3V3Z", "price": "$19.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 12 "}, {"title": "Men's Running Shoes Walking Trainers Sneaker Athletic Gym Fitness Sport Shoes Lightweight Casual Working Jogging Outdoor Shoe", "asin": "B09GTHPCYV", "price": "$32.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 12 "}, {"title": "Mens Running Shoes Fashion Sneakers Tennis Walking Shoes Lightweight Athletic Gym Workout Shoes", "asin": "B0D1B42GVJ", "price": "$20.48", "delivery": " Two-Day FREE delivery Sun, Apr 13"}, {"title": "Mens Tazon 6 Cross Trainer", "asin": "B01G3LZ02W", "price": "$34.99", "delivery": "FREE delivery Apr 23 - 29 for Prime members"}, {"title": "Water Sports Shoes Barefoot Quick-Dry Aqua Yoga Socks Slip-on for Men Women", "asin": "B0DGNYT1KX", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Lite Racer Adapt 7.0 Sneaker", "asin": "B0CKMC76MS", "price": "$52.52", "delivery": "FREE delivery Mon, Apr 14"}, {"title": "Men's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes", "asin": "B09G9Z91GF", "price": "$29.99", "delivery": " Two-DayFREE delivery Sun, Apr 13 "}, {"title": "Mens Wide Walking Shoes Soft Sole Non Slip Running Comfortable Tennis Breathable Athletic Gym Workout Sport Sneakers", "asin": "B0D93SCL1M", "price": "$35.99", "delivery": " Two-DayFREE delivery Sun, Apr 13 "}, {"title": "Men's Running Shoes Comfortable Lightweight Breathable Walking Shoes Mesh Workout Casual Sports Shoes", "asin": "B09YL77WRP", "price": "$18.99", "delivery": " Two-DayFREE delivery Sun, Apr 13 Only 2 left in stock - order soon."}, {"title": "Whitin Men's Supportive Running Shoes Cushioned Athletic Sneakers", "asin": "B087BY2WYC", "price": "$39.99", "delivery": " FREE delivery Mon, Apr 14 "}, {"title": "Men's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes", "asin": "B08FR1KG11", "price": "$29.74", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Response Running Sneaker", "asin": "B0CKMKQDQS", "price": "$42.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Golf Men's Grip Fusion Sport Golf Shoe", "asin": "B07FNZ84ZX", "price": "$43.46", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Racer TR23 Sneaker", "asin": "B0BHPWC1BZ", "price": "$49.47", "delivery": " Two-Day FREE delivery Sun, Apr 13"}, {"title": "Mens Walking Shoes Non Slip Running Shoes Breathable Slip on Sneakers Lightwight Gym Tennis Shoes for Men", "asin": "B0D9399BDZ", "price": "$29.99", "delivery": " Two-DayFREE delivery Sun, Apr 13 "}, {"title": "Men's Gamecourt 2.0 Tennis Shoe", "asin": "B0BG7DH2YZ", "price": "$56.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men\u2019s Adrenaline GTS 23 Supportive Running Shoe", "asin": "B0BJ7WNGLK", "price": "$99.95", "delivery": " Two-Day FREE delivery Sun, Apr 13"}, {"title": "Men's Energy Afterburn Lace-Up Sneaker", "asin": "B000ARG5T8", "price": "$52.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's X_PLR Path Sneaker", "asin": "B0CKMPP4HS", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Women's 608 V5 Cross Trainer", "asin": "B07B417MT5", "price": "$59.52", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes", "asin": "B09PN8N97T", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Slip on Walking Running Shoes Blade Tennis Casual Fashion Sneakers Comfort Non Slip Work Sport Athletic Trainer", "asin": "B09PD2SV8T", "price": "$37.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Womens Slip On Sneakers Women Walking Tennis Shoes Lightweight Casual Sneakers for Gym Travel Work", "asin": "B09Q312NKM", "price": "$37.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Water Shoes for Women Men Quick-Dry Aqua Socks Swim Beach Barefoot Yoga Exercise Wear Sport Accessories Pool Camping Must Haves Adult Youth Size", "asin": "B09Q3MYDQH", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Women's Walking Shoes Lightweight Tennis Fashion Sneakers Sports Workout Gym Shoes for Running", "asin": "B0BP239492", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Women's D'Lites Fresh Start Memory Foam Lace-Up Sneaker", "asin": "B014GNJYFS", "price": "$42.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Women's Charged Assert 9 Running Shoe", "asin": "B087TN2SX9", "price": "$69.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Women's Charged Assert 10", "asin": "B09XBVK442", "price": "$56.25", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Womens Shoes Running Sneakers Tennis Non Slip Walking Gym Workout Athletic Comfortable Fashion saport Casual Shoe", "asin": "B0DFWDYQS2", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men\u2019s Ghost 16 Neutral Running Shoe", "asin": "B0CGYFZJC5", "price": "$109.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Run Falcon 5 Sneaker", "asin": "B0CKMMNT7L", "price": "$48.75", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Dr. Scholl\u2019s Sport Insoles - Superior Shock Absorption and Arch Support to Reduce Muscle Fatigue and Stress on Lower Body Joints for Men Size 8-14", "asin": "B01M8O5G65", "price": "$12.54", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Fresh Foam Arishi V4 Running Shoe", "asin": "B09H3PMW51", "price": "$52.49", "delivery": "FREE delivery Wed, Apr 16 for Prime members"}, {"title": "Men's Gowalk Flex Hands Free Slip ins Athletic Slip-On Casual Walking Shoe", "asin": "B0B9BNNTR2", "price": "$60.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Unisex Adult Samba Indoor Soccer Shoe", "asin": "B0CKMKR7XH", "price": "$89.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Amplifier Sneaker", "asin": "B0D32GGTTZ", "price": "$50.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Swift Run Sneaker", "asin": "B0BHPSBVY9", "price": "$80.00", "delivery": "FREE delivery Apr 17 - 21 Or fastest delivery Apr 15 - 16"}, {"title": "Men's Own The Game 3.0 Basketball Sneaker", "asin": "B0CKMFVFKQ", "price": "$42.50", "delivery": " Two-Day FREE delivery Sun, Apr 13"}, {"title": "Men's Zero Drop Running Shoes + Wide Toe Box", "asin": "B0BRXC3799", "price": "$43.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"}, {"title": "Quick-Dry Water Sports Barefoot Shoes Aqua Socks for Swim Beach Pool Surf Yoga for Women Men", "asin": "B0B4SV2681", "price": "$5.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men\u2019s Adrenaline GTS 24 Supportive Running Shoe", "asin": "B0CQTMGDHW", "price": "$139.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's, Gowalk Arch Fit Idyllic Sneaker", "asin": "B08LDFYLKB", "price": "$66.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Water Shoes Mens Women Barefoot Shoes Quick Dry Aqua Outdoor Sports for Swim Pool Beach Surf Walk Water Yoga River Lake Hiking Kayaking", "asin": "B08P4MD63C", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Kaptir 3.0 Sneaker", "asin": "B0CKMC9PWC", "price": "$59.99", "delivery": "FREE delivery Mon, Apr 14"}, {"title": "Men's Sneakers: Athletic, Comfortable, Casual Lace-Up Fashion Walking Shoes", "asin": "B0D9KRBQ72", "price": "$29.98", "delivery": " Two-Day FREE delivery Sun, Apr 13"}, {"title": "Mens Running Shoes Blade Fashion Sneakers Shoes Breathable Walking Shoe Sport Athletic Shoes", "asin": "B0DRP1HGYS", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Women's Water Shoes Slides", "asin": "B09DXTJ1QR", "price": "$51.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Road-Running-Shoes Walking Fashion Athletic Sneakers Working Gym Comfort Lightweight Mesh Soft Sole Shoes", "asin": "B0DJM6JQSC", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's S2G Spikeless 24 Golf Shoe", "asin": "B0C66XPBGB", "price": "$79.97", "delivery": "$8.99 delivery Apr 22 - 23"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-12T04:02:54.701Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-12T04:02:54.701Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-12T04:02:54.701Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2768, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"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\": \"sports shoes\"}],\n\"promotion_items\": [{\"title\": \"VAMJAMMen's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes \", \"asin\": \"B097R395YP\", \"price\": \"$29.69\", \"quantity\": \"\"},\n{\"title\": \"VAMJAMMen's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes \", \"asin\": \"B09783KQKM\", \"price\": \"$31.49\", \"quantity\": \"\"},\n{\"title\": \"DLWKIPVMen's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion \", \"asin\": \"B0D839X33C\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"WrezatroMen's Slip on Walking Shoes Ultra Light Breathable Non Slip Running Shoes Casual Fashion Sneakers Mesh Workout Sports \", \"asin\": \"B09JBXGTY6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"LCGJRMen's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes \", \"asin\": \"B09G9Z91GF\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"KapsenMen's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes \", \"asin\": \"B09PN78M3Y\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"VAMJAMMen's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes \", \"asin\": \"B097R32LTC\", \"price\": \"$29.69\", \"quantity\": \"\"},\n{\"title\": \"VAMJAMMen's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes \", \"asin\": \"B09783KQKM\", \"price\": \"$31.49\", \"quantity\": \"\"},\n{\"title\": \"Hello MrLinMen's Running Shoes Non Slip Athletic Tennis Walking Blade Type Sneakers Hip Hop \", \"asin\": \"B08M68M4XK\", \"price\": \"$36.95\", \"quantity\": \"\"},\n{\"title\": \"FeethitMens Slip On Running Shoes Breathable Lightweight Comfortable Fashion Non Slip Sneakers for Men \", \"asin\": \"B089LMY1MQ\", \"price\": \"$28.79\", \"quantity\": \"\"},\n{\"title\": \"VILOCYMen's Fashion Dress Sneakers Casual Walking Shoes Business Oxfords Comfortable Breathable Lightweight Tennis \", \"asin\": \"B0CL5XH5L8\", \"price\": \"$37.79\", \"quantity\": \"\"},\n{\"title\": \"WHITINMen's Barefoot Running Shoes | Minimalist Cross-Trainer | Zero Drop Sole \", \"asin\": \"B08CK2G9V6\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Backcountry Iron 8 Inch Smooth Wasatch Pre-Seasoned Round Cast Iron Skillet\", \"asin\": \"B09CXQPRRL\", \"price\": \"$90.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Cast Iron Skillet - 10.5\\u201d Enameled Cast Iron Pan With 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Gray\", \"asin\": \"B0DJRYJYQ9\", \"price\": \"$185.00\", \"quantity\": \"\"},\n{\"title\": \"Made In Cookware - 3 Piece (Includes 8\\\",10\\\",12\\\") Seasoned Blue Carbon Steel Frying Pan - (Like Cast Iron, but Better) - Professional Cookware - Crafted in Sweden - Induction Compatible\", \"asin\": \"B0D85JPB6M\", \"price\": \"$279.00\", \"quantity\": \"\"},\n{\"title\": \"Flambo Skillet #10 - Naturally Non-Stick 10 Inch Pre-Seasoned Cast Iron Frying Pan - Smooth Nonstick Finish for Grilling, Frying, Sauteing, Searing, Baking - Use on Oven, Stove, Grill, or Campfire\", \"asin\": \"B0DCVJRKZC\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"COOKLIFE 10 Inch Smooth Cast Iron Skillet - Dishwasher & Oven Safe Pre-Seasoned Cast Iron Pan - Cast Iron Frying Pan for Indoor & Outdoor Use\", \"asin\": \"B0DF2DB9H6\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"COOKLIFE 9.5 Inch Lightweight Enameled Cast Iron Skilllet with Lid - Toxin-Free - Oven Safe up to 500\\u00b0 F or on Stovetop - Cast Iron Frying Pan for Cook, Bake - Tangelo\", \"asin\": \"B0DBPKDF4J\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Kankay 6-Inch Carbon Steel Pan \\u2013 Durable & Versatile Cooking Tool \\u2013 Lightweight Carbon Steel Skillet (Like Cast Iron but Better) \\u2013 Perfect for Meat, Vegetables & Desserts\", \"asin\": \"B0DSJYFZPX\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ4Q\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"The Only Academic Phrasebook You'll Ever Need: 600 Examples of Academic Language\", \"asin\": \"1539527751\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 XL Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ8M\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"The Craft of Research, Fifth Edition (Chicago Guides to Writing, Editing, and Publishing)\", \"asin\": \"0226826678\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"myCartridge SUPRINT 245XL Ink Cartridge PG-245 CL-246 Replacement for Canon Ink 245 and 246 Compatible for Canon 245XL 246XL Combo Pack for Pixma MG2522 TS3122 TS3322 MX490 TR4520 Printer 245 Ink\", \"asin\": \"B08J3NY6QV\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"How to Write a Lot: A Practical Guide to Productive Academic Writing (2018 New Edition) (APA LifeTools Series)\", \"asin\": \"1433829738\", \"price\": \"$21.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Avia Air Slip On Shoes for Men - Casual Comfortable Athletic Tennis Walking Sneakers for Men with Memory Foam - Dark Grey, 9 Medium\", \"asin\": \"B0C885NG8G\"}],\n\"search_results\": [{\"title\": \"Reebok Unisex Adult Club C 85 Vintage\", \"asin\": \"B093TW78HW\", \"price\": \"$67.41\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Men's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes\", \"asin\": \"B08MF3BGB4\", \"price\": \"$29.74\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Anti-Slip Mens Athletic Shoes, Wide Toe Box Running Shoes for Men with Breathable Mesh, Lightweight Mens Slip-On Walking Sneakers for Workout, Gym, Jogging and Sports\", \"asin\": \"B0DS2F4NXQ\", \"price\": \"$29.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Men's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion\", \"asin\": \"B0D83BGPVL\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Men's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes\", \"asin\": \"B097R4CDB8\", \"price\": \"$29.69\", \"delivery\": \" FREE delivery Mon, Apr 14 \"},\n{\"title\": \"Men's Charged Surge 4 Sneaker\", \"asin\": \"B0BZXMXTT2\", \"price\": \"$47.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Men's Charged Assert 10 Running Shoe\", \"asin\": \"B09XBWQ9Y9\", \"price\": \"$56.25\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's 608 V5 Casual Comfort Cross Trainer\", \"asin\": \"B079FFDS4Y\", \"price\": \"$56.24\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Charged Assert 9 Running Shoe\", \"asin\": \"B087TH4JM6\", \"price\": \"$64.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion\", \"asin\": \"B0D83BGPVL\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Mens Running Shoes Slip On Tennis Walking Sneakers Workout Athletic Lightweight Casual Sport Shoes\", \"asin\": \"B0DMVDRP69\", \"price\": \"$18.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Slip on Walking Shoes Ultra Light Breathable Non Slip Running Shoes Casual Fashion Sneakers Mesh Workout Sports\", \"asin\": \"B09JBXGTY6\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes\", \"asin\": \"B09PN78M3Y\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Running Shoes for Men Slip on Tennis Shoes Fashion Sneakers Lightweight Breathable Casual Walking Shoes Outdoor Workout Athletic Training Gym Trainer Sport Trainers\", \"asin\": \"B0DMCJ3V3Z\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Men's Running Shoes Walking Trainers Sneaker Athletic Gym Fitness Sport Shoes Lightweight Casual Working Jogging Outdoor Shoe\", \"asin\": \"B09GTHPCYV\", \"price\": \"$32.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Mens Running Shoes Fashion Sneakers Tennis Walking Shoes Lightweight Athletic Gym Workout Shoes\", \"asin\": \"B0D1B42GVJ\", \"price\": \"$20.48\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Mens Tazon 6 Cross Trainer\", \"asin\": \"B01G3LZ02W\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Apr 23 - 29 for Prime members\"},\n{\"title\": \"Water Sports Shoes Barefoot Quick-Dry Aqua Yoga Socks Slip-on for Men Women\", \"asin\": \"B0DGNYT1KX\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Lite Racer Adapt 7.0 Sneaker\", \"asin\": \"B0CKMC76MS\", \"price\": \"$52.52\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"Men's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes\", \"asin\": \"B09G9Z91GF\", \"price\": \"$29.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Mens Wide Walking Shoes Soft Sole Non Slip Running Comfortable Tennis Breathable Athletic Gym Workout Sport Sneakers\", \"asin\": \"B0D93SCL1M\", \"price\": \"$35.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Men's Running Shoes Comfortable Lightweight Breathable Walking Shoes Mesh Workout Casual Sports Shoes\", \"asin\": \"B09YL77WRP\", \"price\": \"$18.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 Only 2 left in stock - order soon.\"},\n{\"title\": \"Whitin Men's Supportive Running Shoes Cushioned Athletic Sneakers\", \"asin\": \"B087BY2WYC\", \"price\": \"$39.99\", \"delivery\": \" FREE delivery Mon, Apr 14 \"},\n{\"title\": \"Men's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes\", \"asin\": \"B08FR1KG11\", \"price\": \"$29.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Response Running Sneaker\", \"asin\": \"B0CKMKQDQS\", \"price\": \"$42.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Golf Men's Grip Fusion Sport Golf Shoe\", \"asin\": \"B07FNZ84ZX\", \"price\": \"$43.46\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Racer TR23 Sneaker\", \"asin\": \"B0BHPWC1BZ\", \"price\": \"$49.47\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Mens Walking Shoes Non Slip Running Shoes Breathable Slip on Sneakers Lightwight Gym Tennis Shoes for Men\", \"asin\": \"B0D9399BDZ\", \"price\": \"$29.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Men's Gamecourt 2.0 Tennis Shoe\", \"asin\": \"B0BG7DH2YZ\", \"price\": \"$56.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men\\u2019s Adrenaline GTS 23 Supportive Running Shoe\", \"asin\": \"B0BJ7WNGLK\", \"price\": \"$99.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Men's Energy Afterburn Lace-Up Sneaker\", \"asin\": \"B000ARG5T8\", \"price\": \"$52.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's X_PLR Path Sneaker\", \"asin\": \"B0CKMPP4HS\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's 608 V5 Cross Trainer\", \"asin\": \"B07B417MT5\", \"price\": \"$59.52\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes\", \"asin\": \"B09PN8N97T\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Slip on Walking Running Shoes Blade Tennis Casual Fashion Sneakers Comfort Non Slip Work Sport Athletic Trainer\", \"asin\": \"B09PD2SV8T\", \"price\": \"$37.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Womens Slip On Sneakers Women Walking Tennis Shoes Lightweight Casual Sneakers for Gym Travel Work\", \"asin\": \"B09Q312NKM\", \"price\": \"$37.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Water Shoes for Women Men Quick-Dry Aqua Socks Swim Beach Barefoot Yoga Exercise Wear Sport Accessories Pool Camping Must Haves Adult Youth Size\", \"asin\": \"B09Q3MYDQH\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's Walking Shoes Lightweight Tennis Fashion Sneakers Sports Workout Gym Shoes for Running\", \"asin\": \"B0BP239492\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's D'Lites Fresh Start Memory Foam Lace-Up Sneaker\", \"asin\": \"B014GNJYFS\", \"price\": \"$42.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's Charged Assert 9 Running Shoe\", \"asin\": \"B087TN2SX9\", \"price\": \"$69.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's Charged Assert 10\", \"asin\": \"B09XBVK442\", \"price\": \"$56.25\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Womens Shoes Running Sneakers Tennis Non Slip Walking Gym Workout Athletic Comfortable Fashion saport Casual Shoe\", \"asin\": \"B0DFWDYQS2\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men\\u2019s Ghost 16 Neutral Running Shoe\", \"asin\": \"B0CGYFZJC5\", \"price\": \"$109.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Run Falcon 5 Sneaker\", \"asin\": \"B0CKMMNT7L\", \"price\": \"$48.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Dr. Scholl\\u2019s Sport Insoles - Superior Shock Absorption and Arch Support to Reduce Muscle Fatigue and Stress on Lower Body Joints for Men Size 8-14\", \"asin\": \"B01M8O5G65\", \"price\": \"$12.54\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Fresh Foam Arishi V4 Running Shoe\", \"asin\": \"B09H3PMW51\", \"price\": \"$52.49\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"Men's Gowalk Flex Hands Free Slip ins Athletic Slip-On Casual Walking Shoe\", \"asin\": \"B0B9BNNTR2\", \"price\": \"$60.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Unisex Adult Samba Indoor Soccer Shoe\", \"asin\": \"B0CKMKR7XH\", \"price\": \"$89.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Amplifier Sneaker\", \"asin\": \"B0D32GGTTZ\", \"price\": \"$50.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Swift Run Sneaker\", \"asin\": \"B0BHPSBVY9\", \"price\": \"$80.00\", \"delivery\": \"FREE delivery Apr 17 - 21 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Men's Own The Game 3.0 Basketball Sneaker\", \"asin\": \"B0CKMFVFKQ\", \"price\": \"$42.50\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Men's Zero Drop Running Shoes + Wide Toe Box\", \"asin\": \"B0BRXC3799\", \"price\": \"$43.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Quick-Dry Water Sports Barefoot Shoes Aqua Socks for Swim Beach Pool Surf Yoga for Women Men\", \"asin\": \"B0B4SV2681\", \"price\": \"$5.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men\\u2019s Adrenaline GTS 24 Supportive Running Shoe\", \"asin\": \"B0CQTMGDHW\", \"price\": \"$139.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's, Gowalk Arch Fit Idyllic Sneaker\", \"asin\": \"B08LDFYLKB\", \"price\": \"$66.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Water Shoes Mens Women Barefoot Shoes Quick Dry Aqua Outdoor Sports for Swim Pool Beach Surf Walk Water Yoga River Lake Hiking Kayaking\", \"asin\": \"B08P4MD63C\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Kaptir 3.0 Sneaker\", \"asin\": \"B0CKMC9PWC\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"Men's Sneakers: Athletic, Comfortable, Casual Lace-Up Fashion Walking Shoes\", \"asin\": \"B0D9KRBQ72\", \"price\": \"$29.98\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Mens Running Shoes Blade Fashion Sneakers Shoes Breathable Walking Shoe Sport Athletic Shoes\", \"asin\": \"B0DRP1HGYS\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's Water Shoes Slides\", \"asin\": \"B09DXTJ1QR\", \"price\": \"$51.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Road-Running-Shoes Walking Fashion Athletic Sneakers Working Gym Comfort Lightweight Mesh Soft Sole Shoes\", \"asin\": \"B0DJM6JQSC\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's S2G Spikeless 24 Golf Shoe\", \"asin\": \"B0C66XPBGB\", \"price\": \"$79.97\", \"delivery\": \"$8.99 delivery Apr 22 - 23\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T04:02:54.701Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"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\": \"2025-04-12T04:02:58.571Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-12T04:02:58.571Z
input
bag
rule
train
2,769
2025-04-12T04:02:58.571Z
input
bag
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:01:43.860Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:28.291Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:02:54.239Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:54.701Z", "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": "2025-04-12T04:02:58.571Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-12T04:02:58.571Z\",\"action\": \"input\",\"acion_argument\": \"bag\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-12T04:02:58.571Z\",\"action\": \"input\",\"acion_argument\": \"bag\",}</answer>", "index": 2769, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"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\": \"2025-04-12T04:02:58.571Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"bag\"}],\n\"promotion_items\": [{\"title\": \"VAMJAMMen's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes \", \"asin\": \"B097R395YP\", \"price\": \"$29.69\", \"quantity\": \"\"},\n{\"title\": \"VAMJAMMen's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes \", \"asin\": \"B09783KQKM\", \"price\": \"$31.49\", \"quantity\": \"\"},\n{\"title\": \"DLWKIPVMen's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion \", \"asin\": \"B0D839X33C\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"WrezatroMen's Slip on Walking Shoes Ultra Light Breathable Non Slip Running Shoes Casual Fashion Sneakers Mesh Workout Sports \", \"asin\": \"B09JBXGTY6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"LCGJRMen's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes \", \"asin\": \"B09G9Z91GF\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"KapsenMen's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes \", \"asin\": \"B09PN78M3Y\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"VAMJAMMen's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes \", \"asin\": \"B097R32LTC\", \"price\": \"$29.69\", \"quantity\": \"\"},\n{\"title\": \"VAMJAMMen's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes \", \"asin\": \"B09783KQKM\", \"price\": \"$31.49\", \"quantity\": \"\"},\n{\"title\": \"Hello MrLinMen's Running Shoes Non Slip Athletic Tennis Walking Blade Type Sneakers Hip Hop \", \"asin\": \"B08M68M4XK\", \"price\": \"$36.95\", \"quantity\": \"\"},\n{\"title\": \"FeethitMens Slip On Running Shoes Breathable Lightweight Comfortable Fashion Non Slip Sneakers for Men \", \"asin\": \"B089LMY1MQ\", \"price\": \"$28.79\", \"quantity\": \"\"},\n{\"title\": \"VILOCYMen's Fashion Dress Sneakers Casual Walking Shoes Business Oxfords Comfortable Breathable Lightweight Tennis \", \"asin\": \"B0CL5XH5L8\", \"price\": \"$37.79\", \"quantity\": \"\"},\n{\"title\": \"WHITINMen's Barefoot Running Shoes | Minimalist Cross-Trainer | Zero Drop Sole \", \"asin\": \"B08CK2G9V6\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Backcountry Iron 8 Inch Smooth Wasatch Pre-Seasoned Round Cast Iron Skillet\", \"asin\": \"B09CXQPRRL\", \"price\": \"$90.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Cast Iron Skillet - 10.5\\u201d Enameled Cast Iron Pan With 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Gray\", \"asin\": \"B0DJRYJYQ9\", \"price\": \"$185.00\", \"quantity\": \"\"},\n{\"title\": \"Made In Cookware - 3 Piece (Includes 8\\\",10\\\",12\\\") Seasoned Blue Carbon Steel Frying Pan - (Like Cast Iron, but Better) - Professional Cookware - Crafted in Sweden - Induction Compatible\", \"asin\": \"B0D85JPB6M\", \"price\": \"$279.00\", \"quantity\": \"\"},\n{\"title\": \"Flambo Skillet #10 - Naturally Non-Stick 10 Inch Pre-Seasoned Cast Iron Frying Pan - Smooth Nonstick Finish for Grilling, Frying, Sauteing, Searing, Baking - Use on Oven, Stove, Grill, or Campfire\", \"asin\": \"B0DCVJRKZC\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"COOKLIFE 10 Inch Smooth Cast Iron Skillet - Dishwasher & Oven Safe Pre-Seasoned Cast Iron Pan - Cast Iron Frying Pan for Indoor & Outdoor Use\", \"asin\": \"B0DF2DB9H6\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"COOKLIFE 9.5 Inch Lightweight Enameled Cast Iron Skilllet with Lid - Toxin-Free - Oven Safe up to 500\\u00b0 F or on Stovetop - Cast Iron Frying Pan for Cook, Bake - Tangelo\", \"asin\": \"B0DBPKDF4J\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Kankay 6-Inch Carbon Steel Pan \\u2013 Durable & Versatile Cooking Tool \\u2013 Lightweight Carbon Steel Skillet (Like Cast Iron but Better) \\u2013 Perfect for Meat, Vegetables & Desserts\", \"asin\": \"B0DSJYFZPX\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ4Q\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"The Only Academic Phrasebook You'll Ever Need: 600 Examples of Academic Language\", \"asin\": \"1539527751\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 XL Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ8M\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"The Craft of Research, Fifth Edition (Chicago Guides to Writing, Editing, and Publishing)\", \"asin\": \"0226826678\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"myCartridge SUPRINT 245XL Ink Cartridge PG-245 CL-246 Replacement for Canon Ink 245 and 246 Compatible for Canon 245XL 246XL Combo Pack for Pixma MG2522 TS3122 TS3322 MX490 TR4520 Printer 245 Ink\", \"asin\": \"B08J3NY6QV\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"How to Write a Lot: A Practical Guide to Productive Academic Writing (2018 New Edition) (APA LifeTools Series)\", \"asin\": \"1433829738\", \"price\": \"$21.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Avia Air Slip On Shoes for Men - Casual Comfortable Athletic Tennis Walking Sneakers for Men with Memory Foam - Dark Grey, 9 Medium\", \"asin\": \"B0C885NG8G\"}],\n\"search_results\": [{\"title\": \"Reebok Unisex Adult Club C 85 Vintage\", \"asin\": \"B093TW78HW\", \"price\": \"$67.41\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Men's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes\", \"asin\": \"B08MF3BGB4\", \"price\": \"$29.74\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Anti-Slip Mens Athletic Shoes, Wide Toe Box Running Shoes for Men with Breathable Mesh, Lightweight Mens Slip-On Walking Sneakers for Workout, Gym, Jogging and Sports\", \"asin\": \"B0DS2F4NXQ\", \"price\": \"$29.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Men's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion\", \"asin\": \"B0D83BGPVL\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Men's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes\", \"asin\": \"B097R4CDB8\", \"price\": \"$29.69\", \"delivery\": \" FREE delivery Mon, Apr 14 \"},\n{\"title\": \"Men's Charged Surge 4 Sneaker\", \"asin\": \"B0BZXMXTT2\", \"price\": \"$47.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Men's Charged Assert 10 Running Shoe\", \"asin\": \"B09XBWQ9Y9\", \"price\": \"$56.25\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's 608 V5 Casual Comfort Cross Trainer\", \"asin\": \"B079FFDS4Y\", \"price\": \"$56.24\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Charged Assert 9 Running Shoe\", \"asin\": \"B087TH4JM6\", \"price\": \"$64.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion\", \"asin\": \"B0D83BGPVL\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Mens Running Shoes Slip On Tennis Walking Sneakers Workout Athletic Lightweight Casual Sport Shoes\", \"asin\": \"B0DMVDRP69\", \"price\": \"$18.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Slip on Walking Shoes Ultra Light Breathable Non Slip Running Shoes Casual Fashion Sneakers Mesh Workout Sports\", \"asin\": \"B09JBXGTY6\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes\", \"asin\": \"B09PN78M3Y\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Running Shoes for Men Slip on Tennis Shoes Fashion Sneakers Lightweight Breathable Casual Walking Shoes Outdoor Workout Athletic Training Gym Trainer Sport Trainers\", \"asin\": \"B0DMCJ3V3Z\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Men's Running Shoes Walking Trainers Sneaker Athletic Gym Fitness Sport Shoes Lightweight Casual Working Jogging Outdoor Shoe\", \"asin\": \"B09GTHPCYV\", \"price\": \"$32.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Mens Running Shoes Fashion Sneakers Tennis Walking Shoes Lightweight Athletic Gym Workout Shoes\", \"asin\": \"B0D1B42GVJ\", \"price\": \"$20.48\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Mens Tazon 6 Cross Trainer\", \"asin\": \"B01G3LZ02W\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Apr 23 - 29 for Prime members\"},\n{\"title\": \"Water Sports Shoes Barefoot Quick-Dry Aqua Yoga Socks Slip-on for Men Women\", \"asin\": \"B0DGNYT1KX\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Lite Racer Adapt 7.0 Sneaker\", \"asin\": \"B0CKMC76MS\", \"price\": \"$52.52\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"Men's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes\", \"asin\": \"B09G9Z91GF\", \"price\": \"$29.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Mens Wide Walking Shoes Soft Sole Non Slip Running Comfortable Tennis Breathable Athletic Gym Workout Sport Sneakers\", \"asin\": \"B0D93SCL1M\", \"price\": \"$35.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Men's Running Shoes Comfortable Lightweight Breathable Walking Shoes Mesh Workout Casual Sports Shoes\", \"asin\": \"B09YL77WRP\", \"price\": \"$18.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 Only 2 left in stock - order soon.\"},\n{\"title\": \"Whitin Men's Supportive Running Shoes Cushioned Athletic Sneakers\", \"asin\": \"B087BY2WYC\", \"price\": \"$39.99\", \"delivery\": \" FREE delivery Mon, Apr 14 \"},\n{\"title\": \"Men's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes\", \"asin\": \"B08FR1KG11\", \"price\": \"$29.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Response Running Sneaker\", \"asin\": \"B0CKMKQDQS\", \"price\": \"$42.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Golf Men's Grip Fusion Sport Golf Shoe\", \"asin\": \"B07FNZ84ZX\", \"price\": \"$43.46\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Racer TR23 Sneaker\", \"asin\": \"B0BHPWC1BZ\", \"price\": \"$49.47\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Mens Walking Shoes Non Slip Running Shoes Breathable Slip on Sneakers Lightwight Gym Tennis Shoes for Men\", \"asin\": \"B0D9399BDZ\", \"price\": \"$29.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Men's Gamecourt 2.0 Tennis Shoe\", \"asin\": \"B0BG7DH2YZ\", \"price\": \"$56.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men\\u2019s Adrenaline GTS 23 Supportive Running Shoe\", \"asin\": \"B0BJ7WNGLK\", \"price\": \"$99.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Men's Energy Afterburn Lace-Up Sneaker\", \"asin\": \"B000ARG5T8\", \"price\": \"$52.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's X_PLR Path Sneaker\", \"asin\": \"B0CKMPP4HS\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's 608 V5 Cross Trainer\", \"asin\": \"B07B417MT5\", \"price\": \"$59.52\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes\", \"asin\": \"B09PN8N97T\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Slip on Walking Running Shoes Blade Tennis Casual Fashion Sneakers Comfort Non Slip Work Sport Athletic Trainer\", \"asin\": \"B09PD2SV8T\", \"price\": \"$37.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Womens Slip On Sneakers Women Walking Tennis Shoes Lightweight Casual Sneakers for Gym Travel Work\", \"asin\": \"B09Q312NKM\", \"price\": \"$37.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Water Shoes for Women Men Quick-Dry Aqua Socks Swim Beach Barefoot Yoga Exercise Wear Sport Accessories Pool Camping Must Haves Adult Youth Size\", \"asin\": \"B09Q3MYDQH\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's Walking Shoes Lightweight Tennis Fashion Sneakers Sports Workout Gym Shoes for Running\", \"asin\": \"B0BP239492\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's D'Lites Fresh Start Memory Foam Lace-Up Sneaker\", \"asin\": \"B014GNJYFS\", \"price\": \"$42.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's Charged Assert 9 Running Shoe\", \"asin\": \"B087TN2SX9\", \"price\": \"$69.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's Charged Assert 10\", \"asin\": \"B09XBVK442\", \"price\": \"$56.25\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Womens Shoes Running Sneakers Tennis Non Slip Walking Gym Workout Athletic Comfortable Fashion saport Casual Shoe\", \"asin\": \"B0DFWDYQS2\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men\\u2019s Ghost 16 Neutral Running Shoe\", \"asin\": \"B0CGYFZJC5\", \"price\": \"$109.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Run Falcon 5 Sneaker\", \"asin\": \"B0CKMMNT7L\", \"price\": \"$48.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Dr. Scholl\\u2019s Sport Insoles - Superior Shock Absorption and Arch Support to Reduce Muscle Fatigue and Stress on Lower Body Joints for Men Size 8-14\", \"asin\": \"B01M8O5G65\", \"price\": \"$12.54\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Fresh Foam Arishi V4 Running Shoe\", \"asin\": \"B09H3PMW51\", \"price\": \"$52.49\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"Men's Gowalk Flex Hands Free Slip ins Athletic Slip-On Casual Walking Shoe\", \"asin\": \"B0B9BNNTR2\", \"price\": \"$60.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Unisex Adult Samba Indoor Soccer Shoe\", \"asin\": \"B0CKMKR7XH\", \"price\": \"$89.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Amplifier Sneaker\", \"asin\": \"B0D32GGTTZ\", \"price\": \"$50.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Swift Run Sneaker\", \"asin\": \"B0BHPSBVY9\", \"price\": \"$80.00\", \"delivery\": \"FREE delivery Apr 17 - 21 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Men's Own The Game 3.0 Basketball Sneaker\", \"asin\": \"B0CKMFVFKQ\", \"price\": \"$42.50\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Men's Zero Drop Running Shoes + Wide Toe Box\", \"asin\": \"B0BRXC3799\", \"price\": \"$43.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Quick-Dry Water Sports Barefoot Shoes Aqua Socks for Swim Beach Pool Surf Yoga for Women Men\", \"asin\": \"B0B4SV2681\", \"price\": \"$5.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men\\u2019s Adrenaline GTS 24 Supportive Running Shoe\", \"asin\": \"B0CQTMGDHW\", \"price\": \"$139.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's, Gowalk Arch Fit Idyllic Sneaker\", \"asin\": \"B08LDFYLKB\", \"price\": \"$66.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Water Shoes Mens Women Barefoot Shoes Quick Dry Aqua Outdoor Sports for Swim Pool Beach Surf Walk Water Yoga River Lake Hiking Kayaking\", \"asin\": \"B08P4MD63C\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Kaptir 3.0 Sneaker\", \"asin\": \"B0CKMC9PWC\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"Men's Sneakers: Athletic, Comfortable, Casual Lace-Up Fashion Walking Shoes\", \"asin\": \"B0D9KRBQ72\", \"price\": \"$29.98\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Mens Running Shoes Blade Fashion Sneakers Shoes Breathable Walking Shoe Sport Athletic Shoes\", \"asin\": \"B0DRP1HGYS\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's Water Shoes Slides\", \"asin\": \"B09DXTJ1QR\", \"price\": \"$51.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Road-Running-Shoes Walking Fashion Athletic Sneakers Working Gym Comfort Lightweight Mesh Soft Sole Shoes\", \"asin\": \"B0DJM6JQSC\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's S2G Spikeless 24 Golf Shoe\", \"asin\": \"B0C66XPBGB\", \"price\": \"$79.97\", \"delivery\": \"$8.99 delivery Apr 22 - 23\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T04:03:00.956Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-12T04:03:00.956Z
click
search
rule
train
2,770
2025-04-12T04:03:00.956Z
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": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:01:43.860Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:28.291Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:02:54.239Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:54.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:58.571Z", "action": "input", "action_argument": "bag"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "bag"}], "promotion_items": [{"title": "VAMJAMMen's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes ", "asin": "B097R395YP", "price": "$29.69", "quantity": ""}, {"title": "VAMJAMMen's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes ", "asin": "B09783KQKM", "price": "$31.49", "quantity": ""}, {"title": "DLWKIPVMen's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion ", "asin": "B0D839X33C", "price": "$19.99", "quantity": ""}, {"title": "WrezatroMen's Slip on Walking Shoes Ultra Light Breathable Non Slip Running Shoes Casual Fashion Sneakers Mesh Workout Sports ", "asin": "B09JBXGTY6", "price": "$19.99", "quantity": ""}, {"title": "LCGJRMen's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes ", "asin": "B09G9Z91GF", "price": "$29.99", "quantity": ""}, {"title": "KapsenMen's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes ", "asin": "B09PN78M3Y", "price": "$19.99", "quantity": ""}, {"title": "VAMJAMMen's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes ", "asin": "B097R32LTC", "price": "$29.69", "quantity": ""}, {"title": "VAMJAMMen's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes ", "asin": "B09783KQKM", "price": "$31.49", "quantity": ""}, {"title": "Hello MrLinMen's Running Shoes Non Slip Athletic Tennis Walking Blade Type Sneakers Hip Hop ", "asin": "B08M68M4XK", "price": "$36.95", "quantity": ""}, {"title": "FeethitMens Slip On Running Shoes Breathable Lightweight Comfortable Fashion Non Slip Sneakers for Men ", "asin": "B089LMY1MQ", "price": "$28.79", "quantity": ""}, {"title": "VILOCYMen's Fashion Dress Sneakers Casual Walking Shoes Business Oxfords Comfortable Breathable Lightweight Tennis ", "asin": "B0CL5XH5L8", "price": "$37.79", "quantity": ""}, {"title": "WHITINMen's Barefoot Running Shoes | Minimalist Cross-Trainer | Zero Drop Sole ", "asin": "B08CK2G9V6", "price": "$39.99", "quantity": ""}, {"title": "Backcountry Iron 8 Inch Smooth Wasatch Pre-Seasoned Round Cast Iron Skillet", "asin": "B09CXQPRRL", "price": "$90.00", "quantity": ""}, {"title": "Caraway Cast Iron Skillet - 10.5\u201d Enameled Cast Iron Pan With 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Gray", "asin": "B0DJRYJYQ9", "price": "$185.00", "quantity": ""}, {"title": "Made In Cookware - 3 Piece (Includes 8\",10\",12\") Seasoned Blue Carbon Steel Frying Pan - (Like Cast Iron, but Better) - Professional Cookware - Crafted in Sweden - Induction Compatible", "asin": "B0D85JPB6M", "price": "$279.00", "quantity": ""}, {"title": "Flambo Skillet #10 - Naturally Non-Stick 10 Inch Pre-Seasoned Cast Iron Frying Pan - Smooth Nonstick Finish for Grilling, Frying, Sauteing, Searing, Baking - Use on Oven, Stove, Grill, or Campfire", "asin": "B0DCVJRKZC", "price": "$89.99", "quantity": ""}, {"title": "COOKLIFE 10 Inch Smooth Cast Iron Skillet - Dishwasher & Oven Safe Pre-Seasoned Cast Iron Pan - Cast Iron Frying Pan for Indoor & Outdoor Use", "asin": "B0DF2DB9H6", "price": "$99.99", "quantity": ""}, {"title": "COOKLIFE 9.5 Inch Lightweight Enameled Cast Iron Skilllet with Lid - Toxin-Free - Oven Safe up to 500\u00b0 F or on Stovetop - Cast Iron Frying Pan for Cook, Bake - Tangelo", "asin": "B0DBPKDF4J", "price": "$69.99", "quantity": ""}, {"title": "Kankay 6-Inch Carbon Steel Pan \u2013 Durable & Versatile Cooking Tool \u2013 Lightweight Carbon Steel Skillet (Like Cast Iron but Better) \u2013 Perfect for Meat, Vegetables & Desserts", "asin": "B0DSJYFZPX", "price": "$49.99", "quantity": ""}, {"title": "Canon PG-245 Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320", "asin": "B00E58RQ4Q", "price": "$18.99", "quantity": ""}, {"title": "The Only Academic Phrasebook You'll Ever Need: 600 Examples of Academic Language", "asin": "1539527751", "price": "$11.99", "quantity": ""}, {"title": "Canon PG-245 XL Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320", "asin": "B00E58RQ8M", "price": "$29.00", "quantity": ""}, {"title": "The Craft of Research, Fifth Edition (Chicago Guides to Writing, Editing, and Publishing)", "asin": "0226826678", "price": "$16.99", "quantity": ""}, {"title": "myCartridge SUPRINT 245XL Ink Cartridge PG-245 CL-246 Replacement for Canon Ink 245 and 246 Compatible for Canon 245XL 246XL Combo Pack for Pixma MG2522 TS3122 TS3322 MX490 TR4520 Printer 245 Ink", "asin": "B08J3NY6QV", "price": "$29.99", "quantity": ""}, {"title": "How to Write a Lot: A Practical Guide to Productive Academic Writing (2018 New Edition) (APA LifeTools Series)", "asin": "1433829738", "price": "$21.99", "quantity": ""}], "ads": [{"title": "Avia Air Slip On Shoes for Men - Casual Comfortable Athletic Tennis Walking Sneakers for Men with Memory Foam - Dark Grey, 9 Medium", "asin": "B0C885NG8G"}], "search_results": [{"title": "Reebok Unisex Adult Club C 85 Vintage", "asin": "B093TW78HW", "price": "$67.41", "delivery": " Two-DayFREE delivery Sun, Apr 13 "}, {"title": "Men's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes", "asin": "B08MF3BGB4", "price": "$29.74", "delivery": " One-DayFREE delivery Tomorrow, Apr 12 "}, {"title": "Anti-Slip Mens Athletic Shoes, Wide Toe Box Running Shoes for Men with Breathable Mesh, Lightweight Mens Slip-On Walking Sneakers for Workout, Gym, Jogging and Sports", "asin": "B0DS2F4NXQ", "price": "$29.99", "delivery": " Two-DayFREE delivery Sun, Apr 13 "}, {"title": "Men's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion", "asin": "B0D83BGPVL", "price": "$19.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 12 "}, {"title": "Men's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes", "asin": "B097R4CDB8", "price": "$29.69", "delivery": " FREE delivery Mon, Apr 14 "}, {"title": "Men's Charged Surge 4 Sneaker", "asin": "B0BZXMXTT2", "price": "$47.95", "delivery": " Two-Day FREE delivery Sun, Apr 13"}, {"title": "Men's Charged Assert 10 Running Shoe", "asin": "B09XBWQ9Y9", "price": "$56.25", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's 608 V5 Casual Comfort Cross Trainer", "asin": "B079FFDS4Y", "price": "$56.24", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Charged Assert 9 Running Shoe", "asin": "B087TH4JM6", "price": "$64.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion", "asin": "B0D83BGPVL", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Mens Running Shoes Slip On Tennis Walking Sneakers Workout Athletic Lightweight Casual Sport Shoes", "asin": "B0DMVDRP69", "price": "$18.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Slip on Walking Shoes Ultra Light Breathable Non Slip Running Shoes Casual Fashion Sneakers Mesh Workout Sports", "asin": "B09JBXGTY6", "price": "$19.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 12 "}, {"title": "Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes", "asin": "B09PN78M3Y", "price": "$19.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 12 "}, {"title": "Running Shoes for Men Slip on Tennis Shoes Fashion Sneakers Lightweight Breathable Casual Walking Shoes Outdoor Workout Athletic Training Gym Trainer Sport Trainers", "asin": "B0DMCJ3V3Z", "price": "$19.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 12 "}, {"title": "Men's Running Shoes Walking Trainers Sneaker Athletic Gym Fitness Sport Shoes Lightweight Casual Working Jogging Outdoor Shoe", "asin": "B09GTHPCYV", "price": "$32.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 12 "}, {"title": "Mens Running Shoes Fashion Sneakers Tennis Walking Shoes Lightweight Athletic Gym Workout Shoes", "asin": "B0D1B42GVJ", "price": "$20.48", "delivery": " Two-Day FREE delivery Sun, Apr 13"}, {"title": "Mens Tazon 6 Cross Trainer", "asin": "B01G3LZ02W", "price": "$34.99", "delivery": "FREE delivery Apr 23 - 29 for Prime members"}, {"title": "Water Sports Shoes Barefoot Quick-Dry Aqua Yoga Socks Slip-on for Men Women", "asin": "B0DGNYT1KX", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Lite Racer Adapt 7.0 Sneaker", "asin": "B0CKMC76MS", "price": "$52.52", "delivery": "FREE delivery Mon, Apr 14"}, {"title": "Men's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes", "asin": "B09G9Z91GF", "price": "$29.99", "delivery": " Two-DayFREE delivery Sun, Apr 13 "}, {"title": "Mens Wide Walking Shoes Soft Sole Non Slip Running Comfortable Tennis Breathable Athletic Gym Workout Sport Sneakers", "asin": "B0D93SCL1M", "price": "$35.99", "delivery": " Two-DayFREE delivery Sun, Apr 13 "}, {"title": "Men's Running Shoes Comfortable Lightweight Breathable Walking Shoes Mesh Workout Casual Sports Shoes", "asin": "B09YL77WRP", "price": "$18.99", "delivery": " Two-DayFREE delivery Sun, Apr 13 Only 2 left in stock - order soon."}, {"title": "Whitin Men's Supportive Running Shoes Cushioned Athletic Sneakers", "asin": "B087BY2WYC", "price": "$39.99", "delivery": " FREE delivery Mon, Apr 14 "}, {"title": "Men's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes", "asin": "B08FR1KG11", "price": "$29.74", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Response Running Sneaker", "asin": "B0CKMKQDQS", "price": "$42.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Golf Men's Grip Fusion Sport Golf Shoe", "asin": "B07FNZ84ZX", "price": "$43.46", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Racer TR23 Sneaker", "asin": "B0BHPWC1BZ", "price": "$49.47", "delivery": " Two-Day FREE delivery Sun, Apr 13"}, {"title": "Mens Walking Shoes Non Slip Running Shoes Breathable Slip on Sneakers Lightwight Gym Tennis Shoes for Men", "asin": "B0D9399BDZ", "price": "$29.99", "delivery": " Two-DayFREE delivery Sun, Apr 13 "}, {"title": "Men's Gamecourt 2.0 Tennis Shoe", "asin": "B0BG7DH2YZ", "price": "$56.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men\u2019s Adrenaline GTS 23 Supportive Running Shoe", "asin": "B0BJ7WNGLK", "price": "$99.95", "delivery": " Two-Day FREE delivery Sun, Apr 13"}, {"title": "Men's Energy Afterburn Lace-Up Sneaker", "asin": "B000ARG5T8", "price": "$52.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's X_PLR Path Sneaker", "asin": "B0CKMPP4HS", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Women's 608 V5 Cross Trainer", "asin": "B07B417MT5", "price": "$59.52", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes", "asin": "B09PN8N97T", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Slip on Walking Running Shoes Blade Tennis Casual Fashion Sneakers Comfort Non Slip Work Sport Athletic Trainer", "asin": "B09PD2SV8T", "price": "$37.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Womens Slip On Sneakers Women Walking Tennis Shoes Lightweight Casual Sneakers for Gym Travel Work", "asin": "B09Q312NKM", "price": "$37.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Water Shoes for Women Men Quick-Dry Aqua Socks Swim Beach Barefoot Yoga Exercise Wear Sport Accessories Pool Camping Must Haves Adult Youth Size", "asin": "B09Q3MYDQH", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Women's Walking Shoes Lightweight Tennis Fashion Sneakers Sports Workout Gym Shoes for Running", "asin": "B0BP239492", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Women's D'Lites Fresh Start Memory Foam Lace-Up Sneaker", "asin": "B014GNJYFS", "price": "$42.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Women's Charged Assert 9 Running Shoe", "asin": "B087TN2SX9", "price": "$69.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Women's Charged Assert 10", "asin": "B09XBVK442", "price": "$56.25", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Womens Shoes Running Sneakers Tennis Non Slip Walking Gym Workout Athletic Comfortable Fashion saport Casual Shoe", "asin": "B0DFWDYQS2", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men\u2019s Ghost 16 Neutral Running Shoe", "asin": "B0CGYFZJC5", "price": "$109.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Run Falcon 5 Sneaker", "asin": "B0CKMMNT7L", "price": "$48.75", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Dr. Scholl\u2019s Sport Insoles - Superior Shock Absorption and Arch Support to Reduce Muscle Fatigue and Stress on Lower Body Joints for Men Size 8-14", "asin": "B01M8O5G65", "price": "$12.54", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Fresh Foam Arishi V4 Running Shoe", "asin": "B09H3PMW51", "price": "$52.49", "delivery": "FREE delivery Wed, Apr 16 for Prime members"}, {"title": "Men's Gowalk Flex Hands Free Slip ins Athletic Slip-On Casual Walking Shoe", "asin": "B0B9BNNTR2", "price": "$60.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Unisex Adult Samba Indoor Soccer Shoe", "asin": "B0CKMKR7XH", "price": "$89.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Amplifier Sneaker", "asin": "B0D32GGTTZ", "price": "$50.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Swift Run Sneaker", "asin": "B0BHPSBVY9", "price": "$80.00", "delivery": "FREE delivery Apr 17 - 21 Or fastest delivery Apr 15 - 16"}, {"title": "Men's Own The Game 3.0 Basketball Sneaker", "asin": "B0CKMFVFKQ", "price": "$42.50", "delivery": " Two-Day FREE delivery Sun, Apr 13"}, {"title": "Men's Zero Drop Running Shoes + Wide Toe Box", "asin": "B0BRXC3799", "price": "$43.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"}, {"title": "Quick-Dry Water Sports Barefoot Shoes Aqua Socks for Swim Beach Pool Surf Yoga for Women Men", "asin": "B0B4SV2681", "price": "$5.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men\u2019s Adrenaline GTS 24 Supportive Running Shoe", "asin": "B0CQTMGDHW", "price": "$139.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's, Gowalk Arch Fit Idyllic Sneaker", "asin": "B08LDFYLKB", "price": "$66.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Water Shoes Mens Women Barefoot Shoes Quick Dry Aqua Outdoor Sports for Swim Pool Beach Surf Walk Water Yoga River Lake Hiking Kayaking", "asin": "B08P4MD63C", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Kaptir 3.0 Sneaker", "asin": "B0CKMC9PWC", "price": "$59.99", "delivery": "FREE delivery Mon, Apr 14"}, {"title": "Men's Sneakers: Athletic, Comfortable, Casual Lace-Up Fashion Walking Shoes", "asin": "B0D9KRBQ72", "price": "$29.98", "delivery": " Two-Day FREE delivery Sun, Apr 13"}, {"title": "Mens Running Shoes Blade Fashion Sneakers Shoes Breathable Walking Shoe Sport Athletic Shoes", "asin": "B0DRP1HGYS", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Women's Water Shoes Slides", "asin": "B09DXTJ1QR", "price": "$51.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's Road-Running-Shoes Walking Fashion Athletic Sneakers Working Gym Comfort Lightweight Mesh Soft Sole Shoes", "asin": "B0DJM6JQSC", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"}, {"title": "Men's S2G Spikeless 24 Golf Shoe", "asin": "B0C66XPBGB", "price": "$79.97", "delivery": "$8.99 delivery Apr 22 - 23"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-12T04:03:00.956Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-12T04:03:00.956Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-12T04:03:00.956Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2770, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"bag\"}],\n\"promotion_items\": [{\"title\": \"VAMJAMMen's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes \", \"asin\": \"B097R395YP\", \"price\": \"$29.69\", \"quantity\": \"\"},\n{\"title\": \"VAMJAMMen's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes \", \"asin\": \"B09783KQKM\", \"price\": \"$31.49\", \"quantity\": \"\"},\n{\"title\": \"DLWKIPVMen's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion \", \"asin\": \"B0D839X33C\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"WrezatroMen's Slip on Walking Shoes Ultra Light Breathable Non Slip Running Shoes Casual Fashion Sneakers Mesh Workout Sports \", \"asin\": \"B09JBXGTY6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"LCGJRMen's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes \", \"asin\": \"B09G9Z91GF\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"KapsenMen's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes \", \"asin\": \"B09PN78M3Y\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"VAMJAMMen's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes \", \"asin\": \"B097R32LTC\", \"price\": \"$29.69\", \"quantity\": \"\"},\n{\"title\": \"VAMJAMMen's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes \", \"asin\": \"B09783KQKM\", \"price\": \"$31.49\", \"quantity\": \"\"},\n{\"title\": \"Hello MrLinMen's Running Shoes Non Slip Athletic Tennis Walking Blade Type Sneakers Hip Hop \", \"asin\": \"B08M68M4XK\", \"price\": \"$36.95\", \"quantity\": \"\"},\n{\"title\": \"FeethitMens Slip On Running Shoes Breathable Lightweight Comfortable Fashion Non Slip Sneakers for Men \", \"asin\": \"B089LMY1MQ\", \"price\": \"$28.79\", \"quantity\": \"\"},\n{\"title\": \"VILOCYMen's Fashion Dress Sneakers Casual Walking Shoes Business Oxfords Comfortable Breathable Lightweight Tennis \", \"asin\": \"B0CL5XH5L8\", \"price\": \"$37.79\", \"quantity\": \"\"},\n{\"title\": \"WHITINMen's Barefoot Running Shoes | Minimalist Cross-Trainer | Zero Drop Sole \", \"asin\": \"B08CK2G9V6\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Backcountry Iron 8 Inch Smooth Wasatch Pre-Seasoned Round Cast Iron Skillet\", \"asin\": \"B09CXQPRRL\", \"price\": \"$90.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Cast Iron Skillet - 10.5\\u201d Enameled Cast Iron Pan With 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Gray\", \"asin\": \"B0DJRYJYQ9\", \"price\": \"$185.00\", \"quantity\": \"\"},\n{\"title\": \"Made In Cookware - 3 Piece (Includes 8\\\",10\\\",12\\\") Seasoned Blue Carbon Steel Frying Pan - (Like Cast Iron, but Better) - Professional Cookware - Crafted in Sweden - Induction Compatible\", \"asin\": \"B0D85JPB6M\", \"price\": \"$279.00\", \"quantity\": \"\"},\n{\"title\": \"Flambo Skillet #10 - Naturally Non-Stick 10 Inch Pre-Seasoned Cast Iron Frying Pan - Smooth Nonstick Finish for Grilling, Frying, Sauteing, Searing, Baking - Use on Oven, Stove, Grill, or Campfire\", \"asin\": \"B0DCVJRKZC\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"COOKLIFE 10 Inch Smooth Cast Iron Skillet - Dishwasher & Oven Safe Pre-Seasoned Cast Iron Pan - Cast Iron Frying Pan for Indoor & Outdoor Use\", \"asin\": \"B0DF2DB9H6\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"COOKLIFE 9.5 Inch Lightweight Enameled Cast Iron Skilllet with Lid - Toxin-Free - Oven Safe up to 500\\u00b0 F or on Stovetop - Cast Iron Frying Pan for Cook, Bake - Tangelo\", \"asin\": \"B0DBPKDF4J\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Kankay 6-Inch Carbon Steel Pan \\u2013 Durable & Versatile Cooking Tool \\u2013 Lightweight Carbon Steel Skillet (Like Cast Iron but Better) \\u2013 Perfect for Meat, Vegetables & Desserts\", \"asin\": \"B0DSJYFZPX\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ4Q\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"The Only Academic Phrasebook You'll Ever Need: 600 Examples of Academic Language\", \"asin\": \"1539527751\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 XL Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ8M\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"The Craft of Research, Fifth Edition (Chicago Guides to Writing, Editing, and Publishing)\", \"asin\": \"0226826678\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"myCartridge SUPRINT 245XL Ink Cartridge PG-245 CL-246 Replacement for Canon Ink 245 and 246 Compatible for Canon 245XL 246XL Combo Pack for Pixma MG2522 TS3122 TS3322 MX490 TR4520 Printer 245 Ink\", \"asin\": \"B08J3NY6QV\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"How to Write a Lot: A Practical Guide to Productive Academic Writing (2018 New Edition) (APA LifeTools Series)\", \"asin\": \"1433829738\", \"price\": \"$21.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Avia Air Slip On Shoes for Men - Casual Comfortable Athletic Tennis Walking Sneakers for Men with Memory Foam - Dark Grey, 9 Medium\", \"asin\": \"B0C885NG8G\"}],\n\"search_results\": [{\"title\": \"Reebok Unisex Adult Club C 85 Vintage\", \"asin\": \"B093TW78HW\", \"price\": \"$67.41\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Men's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes\", \"asin\": \"B08MF3BGB4\", \"price\": \"$29.74\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Anti-Slip Mens Athletic Shoes, Wide Toe Box Running Shoes for Men with Breathable Mesh, Lightweight Mens Slip-On Walking Sneakers for Workout, Gym, Jogging and Sports\", \"asin\": \"B0DS2F4NXQ\", \"price\": \"$29.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Men's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion\", \"asin\": \"B0D83BGPVL\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Men's Running Shoes Fashion Sneakers Lightweight Breathable Flying Knitting Lace Up Mesh Walking Shoes Workout Casual Sports Shoes\", \"asin\": \"B097R4CDB8\", \"price\": \"$29.69\", \"delivery\": \" FREE delivery Mon, Apr 14 \"},\n{\"title\": \"Men's Charged Surge 4 Sneaker\", \"asin\": \"B0BZXMXTT2\", \"price\": \"$47.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Men's Charged Assert 10 Running Shoe\", \"asin\": \"B09XBWQ9Y9\", \"price\": \"$56.25\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's 608 V5 Casual Comfort Cross Trainer\", \"asin\": \"B079FFDS4Y\", \"price\": \"$56.24\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Charged Assert 9 Running Shoe\", \"asin\": \"B087TH4JM6\", \"price\": \"$64.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Shoes Running Road Walking Sneakers Sports Athletic Workout Gym Shoes Casual Comfortable Breathable Fashion\", \"asin\": \"B0D83BGPVL\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Mens Running Shoes Slip On Tennis Walking Sneakers Workout Athletic Lightweight Casual Sport Shoes\", \"asin\": \"B0DMVDRP69\", \"price\": \"$18.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Slip on Walking Shoes Ultra Light Breathable Non Slip Running Shoes Casual Fashion Sneakers Mesh Workout Sports\", \"asin\": \"B09JBXGTY6\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes\", \"asin\": \"B09PN78M3Y\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Running Shoes for Men Slip on Tennis Shoes Fashion Sneakers Lightweight Breathable Casual Walking Shoes Outdoor Workout Athletic Training Gym Trainer Sport Trainers\", \"asin\": \"B0DMCJ3V3Z\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Men's Running Shoes Walking Trainers Sneaker Athletic Gym Fitness Sport Shoes Lightweight Casual Working Jogging Outdoor Shoe\", \"asin\": \"B09GTHPCYV\", \"price\": \"$32.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 12 \"},\n{\"title\": \"Mens Running Shoes Fashion Sneakers Tennis Walking Shoes Lightweight Athletic Gym Workout Shoes\", \"asin\": \"B0D1B42GVJ\", \"price\": \"$20.48\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Mens Tazon 6 Cross Trainer\", \"asin\": \"B01G3LZ02W\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Apr 23 - 29 for Prime members\"},\n{\"title\": \"Water Sports Shoes Barefoot Quick-Dry Aqua Yoga Socks Slip-on for Men Women\", \"asin\": \"B0DGNYT1KX\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Lite Racer Adapt 7.0 Sneaker\", \"asin\": \"B0CKMC76MS\", \"price\": \"$52.52\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"Men's Running Shoes Ultra Lightweight Breathable Comfortable Walking Shoes Casual Fashion Sneakers Mesh Workout Shoes\", \"asin\": \"B09G9Z91GF\", \"price\": \"$29.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Mens Wide Walking Shoes Soft Sole Non Slip Running Comfortable Tennis Breathable Athletic Gym Workout Sport Sneakers\", \"asin\": \"B0D93SCL1M\", \"price\": \"$35.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Men's Running Shoes Comfortable Lightweight Breathable Walking Shoes Mesh Workout Casual Sports Shoes\", \"asin\": \"B09YL77WRP\", \"price\": \"$18.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 Only 2 left in stock - order soon.\"},\n{\"title\": \"Whitin Men's Supportive Running Shoes Cushioned Athletic Sneakers\", \"asin\": \"B087BY2WYC\", \"price\": \"$39.99\", \"delivery\": \" FREE delivery Mon, Apr 14 \"},\n{\"title\": \"Men's Running Shoes Ultra Lightweight Breathable Walking Shoes Non Slip Athletic Fashion Sneakers Mesh Workout Casual Sports Shoes\", \"asin\": \"B08FR1KG11\", \"price\": \"$29.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Response Running Sneaker\", \"asin\": \"B0CKMKQDQS\", \"price\": \"$42.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Golf Men's Grip Fusion Sport Golf Shoe\", \"asin\": \"B07FNZ84ZX\", \"price\": \"$43.46\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Racer TR23 Sneaker\", \"asin\": \"B0BHPWC1BZ\", \"price\": \"$49.47\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Mens Walking Shoes Non Slip Running Shoes Breathable Slip on Sneakers Lightwight Gym Tennis Shoes for Men\", \"asin\": \"B0D9399BDZ\", \"price\": \"$29.99\", \"delivery\": \" Two-DayFREE delivery Sun, Apr 13 \"},\n{\"title\": \"Men's Gamecourt 2.0 Tennis Shoe\", \"asin\": \"B0BG7DH2YZ\", \"price\": \"$56.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men\\u2019s Adrenaline GTS 23 Supportive Running Shoe\", \"asin\": \"B0BJ7WNGLK\", \"price\": \"$99.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Men's Energy Afterburn Lace-Up Sneaker\", \"asin\": \"B000ARG5T8\", \"price\": \"$52.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's X_PLR Path Sneaker\", \"asin\": \"B0CKMPP4HS\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's 608 V5 Cross Trainer\", \"asin\": \"B07B417MT5\", \"price\": \"$59.52\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Non Slip Running Shoes Ultra Light Breathable Casual Walking Shoes Fashion Sneakers Mesh Workout Sports Shoes\", \"asin\": \"B09PN8N97T\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Slip on Walking Running Shoes Blade Tennis Casual Fashion Sneakers Comfort Non Slip Work Sport Athletic Trainer\", \"asin\": \"B09PD2SV8T\", \"price\": \"$37.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Womens Slip On Sneakers Women Walking Tennis Shoes Lightweight Casual Sneakers for Gym Travel Work\", \"asin\": \"B09Q312NKM\", \"price\": \"$37.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Water Shoes for Women Men Quick-Dry Aqua Socks Swim Beach Barefoot Yoga Exercise Wear Sport Accessories Pool Camping Must Haves Adult Youth Size\", \"asin\": \"B09Q3MYDQH\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's Walking Shoes Lightweight Tennis Fashion Sneakers Sports Workout Gym Shoes for Running\", \"asin\": \"B0BP239492\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's D'Lites Fresh Start Memory Foam Lace-Up Sneaker\", \"asin\": \"B014GNJYFS\", \"price\": \"$42.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's Charged Assert 9 Running Shoe\", \"asin\": \"B087TN2SX9\", \"price\": \"$69.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's Charged Assert 10\", \"asin\": \"B09XBVK442\", \"price\": \"$56.25\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Womens Shoes Running Sneakers Tennis Non Slip Walking Gym Workout Athletic Comfortable Fashion saport Casual Shoe\", \"asin\": \"B0DFWDYQS2\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men\\u2019s Ghost 16 Neutral Running Shoe\", \"asin\": \"B0CGYFZJC5\", \"price\": \"$109.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Run Falcon 5 Sneaker\", \"asin\": \"B0CKMMNT7L\", \"price\": \"$48.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Dr. Scholl\\u2019s Sport Insoles - Superior Shock Absorption and Arch Support to Reduce Muscle Fatigue and Stress on Lower Body Joints for Men Size 8-14\", \"asin\": \"B01M8O5G65\", \"price\": \"$12.54\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Fresh Foam Arishi V4 Running Shoe\", \"asin\": \"B09H3PMW51\", \"price\": \"$52.49\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n{\"title\": \"Men's Gowalk Flex Hands Free Slip ins Athletic Slip-On Casual Walking Shoe\", \"asin\": \"B0B9BNNTR2\", \"price\": \"$60.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Unisex Adult Samba Indoor Soccer Shoe\", \"asin\": \"B0CKMKR7XH\", \"price\": \"$89.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Amplifier Sneaker\", \"asin\": \"B0D32GGTTZ\", \"price\": \"$50.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Swift Run Sneaker\", \"asin\": \"B0BHPSBVY9\", \"price\": \"$80.00\", \"delivery\": \"FREE delivery Apr 17 - 21 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Men's Own The Game 3.0 Basketball Sneaker\", \"asin\": \"B0CKMFVFKQ\", \"price\": \"$42.50\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Men's Zero Drop Running Shoes + Wide Toe Box\", \"asin\": \"B0BRXC3799\", \"price\": \"$43.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Quick-Dry Water Sports Barefoot Shoes Aqua Socks for Swim Beach Pool Surf Yoga for Women Men\", \"asin\": \"B0B4SV2681\", \"price\": \"$5.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men\\u2019s Adrenaline GTS 24 Supportive Running Shoe\", \"asin\": \"B0CQTMGDHW\", \"price\": \"$139.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's, Gowalk Arch Fit Idyllic Sneaker\", \"asin\": \"B08LDFYLKB\", \"price\": \"$66.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Water Shoes Mens Women Barefoot Shoes Quick Dry Aqua Outdoor Sports for Swim Pool Beach Surf Walk Water Yoga River Lake Hiking Kayaking\", \"asin\": \"B08P4MD63C\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Kaptir 3.0 Sneaker\", \"asin\": \"B0CKMC9PWC\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"Men's Sneakers: Athletic, Comfortable, Casual Lace-Up Fashion Walking Shoes\", \"asin\": \"B0D9KRBQ72\", \"price\": \"$29.98\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Mens Running Shoes Blade Fashion Sneakers Shoes Breathable Walking Shoe Sport Athletic Shoes\", \"asin\": \"B0DRP1HGYS\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Women's Water Shoes Slides\", \"asin\": \"B09DXTJ1QR\", \"price\": \"$51.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's Road-Running-Shoes Walking Fashion Athletic Sneakers Working Gym Comfort Lightweight Mesh Soft Sole Shoes\", \"asin\": \"B0DJM6JQSC\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Men's S2G Spikeless 24 Golf Shoe\", \"asin\": \"B0C66XPBGB\", \"price\": \"$79.97\", \"delivery\": \"$8.99 delivery Apr 22 - 23\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T04:03:00.956Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"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\": \"2025-04-12T04:03:23.008Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-12T04:03:23.008Z
input
hefty ultra strong 13 gallon trash bags
rule
train
2,771
2025-04-12T04:03:23.008Z
input
hefty ultra strong 13 gallon trash bags
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:01:43.860Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:28.291Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:02:54.239Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:54.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:58.571Z", "action": "input", "action_argument": "bag"} {"timestamp": "2025-04-12T04:03:00.956Z", "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": "2025-04-12T04:03:23.008Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-12T04:03:23.008Z\",\"action\": \"input\",\"acion_argument\": \"hefty ultra strong 13 gallon trash bags\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-12T04:03:23.008Z\",\"action\": \"input\",\"acion_argument\": \"hefty ultra strong 13 gallon trash bags\",}</answer>", "index": 2771, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"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\": \"2025-04-12T04:03:23.008Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B0D4P8XBD3\"},\n{\"title\": \"24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync, HDMI2.0/DP/Earphone for Gaming and Office Working H24T27\"},\n{\"price\": \"$119.99\"},\n{\"bullet_list\": \"[Crysyal-clean Visuals with QHD Display] With 2K high resolution, this 24 inch 1440P computer monitor unparalleled picture quality and breathtaking sharpness. Elevate your viewing with our cutting-edge QHD display. This computer monitor makes every moment come to life with our QHD display [Ultra-smooth 100Hz Refresh Rate] See every detail in stunning clarity. With support for FreeSync and G-Sync, this monitor eliminates screen tearing for a fluid gaming experience. This flat monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Frameless Bezel Display] Maximize your productivity with our narrow bezel and VESA Campatible display \\u2013 perfect for multi-screen work setups! Seamlessly connect multiple proart monitors for a truly immersive and efficient work experience. [Experience True Color Excellence] Boasting a 122% High Color Gamut and 178\\u00b0 wide viewing angle, IPS panel delivers stunning color accuracy and consistency. This monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Protect Your Eyes with Anti-Blue Light Technology] KTC monitor features an Anti-Blue Light Screen to reduce eye strain during prolonged use. Stay comfortable and focused during extended gaming sessions or work hours, without compromising on visual quality.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 inch\"},\n{\"Style\": \"QHD 24'' 100Hz\"}],\n\"promotion_items\": [{\"title\": \"SAMSUNG 49\\\" Odyssey QD-OLED (G93SC) Series Curved Gaming Monitor, 240Hz, 0.03ms,Dual QHD,DisplayHDR True Black 400,AMD FreeSync Premium Pro,Height Adjustable Stand,3 Year Warranty,LS49CG932SNXZA\", \"asin\": \"B0CDQMQQS2\", \"price\": \"$949.99\", \"quantity\": \"\"},\n{\"title\": \"32 Inch 4K UHD Computer Monitor, Ultra-Clear (3840\\u00d72160p) Screen, 100% sRGB,178\\u00b0 Vi...\", \"asin\": \"B0DFV8DKC5\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Monitor 32 inch Computer Monitor QHD (2560 x 1440) 2K 1500R Curved Computer Monitor...\", \"asin\": \"B0CNGW5P7Z\", \"price\": \"$151.99\", \"quantity\": \"\"},\n{\"title\": \"ARZOPA 16.1'' 144Hz Portable Gaming Monitor, 106% sRGB 1080P FHD Kickstand Portable Monitor with HDR, Ultra Slim, Eye Care, External Second Screen for Laptop, PC, PS5, Mac, Xbox-Z1FC\", \"asin\": \"B0CH9WTW56\", \"price\": \"$96.99\", \"quantity\": \"\"},\n{\"title\": \"Eyoyo 12\\\" Inch TFT LCD Monitor with AV HDMI BNC VGA Input 1366x768 Portable Mini HD Color Screen Display with Built-in Speaker\", \"asin\": \"B01KJVERF8\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"INNOCN Ultrawide Monitor 43.8\\\" WFHD 3840 x 1080p 120Hz Monitor 32:9 IPS Computer Split Screen 96% DCI-P3 HDR400 FreeSync Premium USB Type-C HDMI Height Adjustable Mountable Monitor - 44C1G\", \"asin\": \"B09WR3SKR4\", \"price\": \"$479.99\", \"quantity\": \"\"},\n{\"title\": \"Dell S24 Series Monitor - 24 inch IPS LED FHD - AMD FreeSync - VESA, 16:9 Monitor 75Hz, 4ms Grey-to-Grey Response Time, Low Blue Light, Flicker Free, Anti-Glare, 2 x HDMI, Black\", \"asin\": \"B0CT54YP2G\", \"price\": \"$143.39\", \"quantity\": \"\"},\n{\"title\": \"Computer Privacy Screen Protector for 23, 23.6, 23.8 and 24 Inches Monitor Anti Blue Light Filter Hanging Type Anti Scratch Easy Installation Shield for Desktop Computer (24 Inches)\", \"asin\": \"B0C2HJZQ55\", \"price\": \"$63.99\", \"quantity\": \"\"},\n{\"title\": \"4\\\" IPS Touchscreen WiFi Dash Cam, Free 64GB Card, 170\\u00b0 Wide Angle, Real 2K Front & ...\", \"asin\": \"B0DJMBW6QW\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"PRUVEEO 360 Degree View 4 Channel Dash Cam Front and Rear Inside Left Right, Dash Camera for Cars, Built-in GPS WiFi Night Vision, 24/7 Recording Parking Mode Monitor, Free 128G Card\", \"asin\": \"B0BJZQ37G7\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Xencelabs Pen Display 24, 4K Drawing Monitor with Quick Keys, 99% Adobe RGB Graphic Drawing Display, 2 Battery-Free Pens, 8192 Levels Pressure for Win/Win-ARM/Mac/Linux, Black\", \"asin\": \"B0C6N14R12\", \"price\": \"$1,749.00\", \"quantity\": \"\"},\n{\"title\": \"24 Inch QHD 2560x1440 IPS Computer Monitor, 100Hz Zero-Frame 2K Gaming Office Monit...\", \"asin\": \"B0D6W5WKNX\", \"price\": \"$122.99\", \"quantity\": \"\"},\n{\"title\": \"27 Inch QHD(2560 * 1440) 100Hz Computer Monitor - IPS Panel, Anti-Blue Light Screen...\", \"asin\": \"B0D4QVHWPJ\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Gaming Monitor 24 Inch PC Monitor IPS FHD 1080p 100Hz Refresh Rate Computer Monitor...\", \"asin\": \"B0DQXR49GK\", \"price\": \"$95.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KTC 24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync, HDMI2.0/DP/Earphone for Gaming and Office Working H24T27\", \"asin\": \"B0D4P8XBD3\", \"price\": \"$119.99\"},\n{\"title\": \"KTC 32Inch 240Hz Curved Gaming Monitor, 1000R VA, QHD(2560x1440p), 4000:1 Contrast, Support FreeSync GSync, HDMI2.0(144hz)/DP1.4(240hz)/Earphone, Tilt, Xbox PS5 Switch, 2K Computer Monitor for Gamer\", \"asin\": \"B0D5QFL6ZL\", \"price\": \"$309.99\"},\n{\"title\": \"KOORUI 27 Inch QHD (2560x1440) IPS Ultra-Thin Computer Gaming Monitor, 100Hz Refresh Rate, DCI-P3 95%, FreeSync & G-Sync, 1ms MPRT, HDR10, VESA 100x100mm, Tilt Adjustable for Game and Work\", \"asin\": \"B0DRD31TL2\", \"price\": \"$139.99\"},\n{\"title\": \"23.8 Inch PC Gaming Monitor QHD 2560x1440 2K 100Hz, 2ms, Built-in Speakers, HDR, 99% sRGB IPS LED Computer Screen with HDMI/DP Ports, AMD FreeSync Compatible, VESA Supports, Black\", \"asin\": \"B0DDSZF9H6\", \"price\": \"$99.99\"},\n{\"title\": \"Viewedge 27 inch Monitor with 2K 2560 x 1440 IPS Panel 75hz | Computer Monitor 27 inch QHD with HDMI, DP and Wall Mountable | Eye Protection PC 1440p Monitor for Working and Gaming\", \"asin\": \"B0BKVN4LKV\", \"price\": \"$129.99\"},\n{\"title\": \"Acer SB272 Ewi 27\\\" Full HD (1920 x 1080) IPS Zero-Frame Gaming Office Monitor | AMD FreeSync Technology | Ultra-Thin Stylish Design | 100Hz | 1ms (VRB) | Low Blue Light | Tilt | HDMI & VGA Ports\", \"asin\": \"B0CQKFS19N\", \"price\": \"$126.36\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T06:34:29.262Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-13T06:34:29.262Z
click
search
rule
train
2,772
2025-04-13T06:34:29.262Z
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": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:01:43.860Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:28.291Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:02:54.239Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:54.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:58.571Z", "action": "input", "action_argument": "bag"} {"timestamp": "2025-04-12T04:03:00.956Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:03:23.008Z", "action": "input", "action_argument": "hefty ultra strong 13 gallon trash bags"} <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "product_details": [{"asin": "B0D4P8XBD3"}, {"title": "24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync, HDMI2.0/DP/Earphone for Gaming and Office Working H24T27"}, {"price": "$119.99"}, {"bullet_list": "[Crysyal-clean Visuals with QHD Display] With 2K high resolution, this 24 inch 1440P computer monitor unparalleled picture quality and breathtaking sharpness. Elevate your viewing with our cutting-edge QHD display. This computer monitor makes every moment come to life with our QHD display [Ultra-smooth 100Hz Refresh Rate] See every detail in stunning clarity. With support for FreeSync and G-Sync, this monitor eliminates screen tearing for a fluid gaming experience. This flat monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Frameless Bezel Display] Maximize your productivity with our narrow bezel and VESA Campatible display \u2013 perfect for multi-screen work setups! Seamlessly connect multiple proart monitors for a truly immersive and efficient work experience. [Experience True Color Excellence] Boasting a 122% High Color Gamut and 178\u00b0 wide viewing angle, IPS panel delivers stunning color accuracy and consistency. This monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Protect Your Eyes with Anti-Blue Light Technology] KTC monitor features an Anti-Blue Light Screen to reduce eye strain during prolonged use. Stay comfortable and focused during extended gaming sessions or work hours, without compromising on visual quality."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "24 inch"}, {"Style": "QHD 24'' 100Hz"}], "promotion_items": [{"title": "SAMSUNG 49\" Odyssey QD-OLED (G93SC) Series Curved Gaming Monitor, 240Hz, 0.03ms,Dual QHD,DisplayHDR True Black 400,AMD FreeSync Premium Pro,Height Adjustable Stand,3 Year Warranty,LS49CG932SNXZA", "asin": "B0CDQMQQS2", "price": "$949.99", "quantity": ""}, {"title": "32 Inch 4K UHD Computer Monitor, Ultra-Clear (3840\u00d72160p) Screen, 100% sRGB,178\u00b0 Vi...", "asin": "B0DFV8DKC5", "price": "$199.99", "quantity": ""}, {"title": "Monitor 32 inch Computer Monitor QHD (2560 x 1440) 2K 1500R Curved Computer Monitor...", "asin": "B0CNGW5P7Z", "price": "$151.99", "quantity": ""}, {"title": "ARZOPA 16.1'' 144Hz Portable Gaming Monitor, 106% sRGB 1080P FHD Kickstand Portable Monitor with HDR, Ultra Slim, Eye Care, External Second Screen for Laptop, PC, PS5, Mac, Xbox-Z1FC", "asin": "B0CH9WTW56", "price": "$96.99", "quantity": ""}, {"title": "Eyoyo 12\" Inch TFT LCD Monitor with AV HDMI BNC VGA Input 1366x768 Portable Mini HD Color Screen Display with Built-in Speaker", "asin": "B01KJVERF8", "price": "$79.99", "quantity": ""}, {"title": "INNOCN Ultrawide Monitor 43.8\" WFHD 3840 x 1080p 120Hz Monitor 32:9 IPS Computer Split Screen 96% DCI-P3 HDR400 FreeSync Premium USB Type-C HDMI Height Adjustable Mountable Monitor - 44C1G", "asin": "B09WR3SKR4", "price": "$479.99", "quantity": ""}, {"title": "Dell S24 Series Monitor - 24 inch IPS LED FHD - AMD FreeSync - VESA, 16:9 Monitor 75Hz, 4ms Grey-to-Grey Response Time, Low Blue Light, Flicker Free, Anti-Glare, 2 x HDMI, Black", "asin": "B0CT54YP2G", "price": "$143.39", "quantity": ""}, {"title": "Computer Privacy Screen Protector for 23, 23.6, 23.8 and 24 Inches Monitor Anti Blue Light Filter Hanging Type Anti Scratch Easy Installation Shield for Desktop Computer (24 Inches)", "asin": "B0C2HJZQ55", "price": "$63.99", "quantity": ""}, {"title": "4\" IPS Touchscreen WiFi Dash Cam, Free 64GB Card, 170\u00b0 Wide Angle, Real 2K Front & ...", "asin": "B0DJMBW6QW", "price": "$65.99", "quantity": ""}, {"title": "PRUVEEO 360 Degree View 4 Channel Dash Cam Front and Rear Inside Left Right, Dash Camera for Cars, Built-in GPS WiFi Night Vision, 24/7 Recording Parking Mode Monitor, Free 128G Card", "asin": "B0BJZQ37G7", "price": "$189.99", "quantity": ""}, {"title": "Xencelabs Pen Display 24, 4K Drawing Monitor with Quick Keys, 99% Adobe RGB Graphic Drawing Display, 2 Battery-Free Pens, 8192 Levels Pressure for Win/Win-ARM/Mac/Linux, Black", "asin": "B0C6N14R12", "price": "$1,749.00", "quantity": ""}, {"title": "24 Inch QHD 2560x1440 IPS Computer Monitor, 100Hz Zero-Frame 2K Gaming Office Monit...", "asin": "B0D6W5WKNX", "price": "$122.99", "quantity": ""}, {"title": "27 Inch QHD(2560 * 1440) 100Hz Computer Monitor - IPS Panel, Anti-Blue Light Screen...", "asin": "B0D4QVHWPJ", "price": "$109.99", "quantity": ""}, {"title": "Gaming Monitor 24 Inch PC Monitor IPS FHD 1080p 100Hz Refresh Rate Computer Monitor...", "asin": "B0DQXR49GK", "price": "$95.99", "quantity": ""}], "comparison_items": [{"title": "KTC 24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync, HDMI2.0/DP/Earphone for Gaming and Office Working H24T27", "asin": "B0D4P8XBD3", "price": "$119.99"}, {"title": "KTC 32Inch 240Hz Curved Gaming Monitor, 1000R VA, QHD(2560x1440p), 4000:1 Contrast, Support FreeSync GSync, HDMI2.0(144hz)/DP1.4(240hz)/Earphone, Tilt, Xbox PS5 Switch, 2K Computer Monitor for Gamer", "asin": "B0D5QFL6ZL", "price": "$309.99"}, {"title": "KOORUI 27 Inch QHD (2560x1440) IPS Ultra-Thin Computer Gaming Monitor, 100Hz Refresh Rate, DCI-P3 95%, FreeSync & G-Sync, 1ms MPRT, HDR10, VESA 100x100mm, Tilt Adjustable for Game and Work", "asin": "B0DRD31TL2", "price": "$139.99"}, {"title": "23.8 Inch PC Gaming Monitor QHD 2560x1440 2K 100Hz, 2ms, Built-in Speakers, HDR, 99% sRGB IPS LED Computer Screen with HDMI/DP Ports, AMD FreeSync Compatible, VESA Supports, Black", "asin": "B0DDSZF9H6", "price": "$99.99"}, {"title": "Viewedge 27 inch Monitor with 2K 2560 x 1440 IPS Panel 75hz | Computer Monitor 27 inch QHD with HDMI, DP and Wall Mountable | Eye Protection PC 1440p Monitor for Working and Gaming", "asin": "B0BKVN4LKV", "price": "$129.99"}, {"title": "Acer SB272 Ewi 27\" Full HD (1920 x 1080) IPS Zero-Frame Gaming Office Monitor | AMD FreeSync Technology | Ultra-Thin Stylish Design | 100Hz | 1ms (VRB) | Low Blue Light | Tilt | HDMI & VGA Ports", "asin": "B0CQKFS19N", "price": "$126.36"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-13T06:34:29.262Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-13T06:34:29.262Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-13T06:34:29.262Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2772, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B0D4P8XBD3\"},\n{\"title\": \"24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync, HDMI2.0/DP/Earphone for Gaming and Office Working H24T27\"},\n{\"price\": \"$119.99\"},\n{\"bullet_list\": \"[Crysyal-clean Visuals with QHD Display] With 2K high resolution, this 24 inch 1440P computer monitor unparalleled picture quality and breathtaking sharpness. Elevate your viewing with our cutting-edge QHD display. This computer monitor makes every moment come to life with our QHD display [Ultra-smooth 100Hz Refresh Rate] See every detail in stunning clarity. With support for FreeSync and G-Sync, this monitor eliminates screen tearing for a fluid gaming experience. This flat monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Frameless Bezel Display] Maximize your productivity with our narrow bezel and VESA Campatible display \\u2013 perfect for multi-screen work setups! Seamlessly connect multiple proart monitors for a truly immersive and efficient work experience. [Experience True Color Excellence] Boasting a 122% High Color Gamut and 178\\u00b0 wide viewing angle, IPS panel delivers stunning color accuracy and consistency. This monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Protect Your Eyes with Anti-Blue Light Technology] KTC monitor features an Anti-Blue Light Screen to reduce eye strain during prolonged use. Stay comfortable and focused during extended gaming sessions or work hours, without compromising on visual quality.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 inch\"},\n{\"Style\": \"QHD 24'' 100Hz\"}],\n\"promotion_items\": [{\"title\": \"SAMSUNG 49\\\" Odyssey QD-OLED (G93SC) Series Curved Gaming Monitor, 240Hz, 0.03ms,Dual QHD,DisplayHDR True Black 400,AMD FreeSync Premium Pro,Height Adjustable Stand,3 Year Warranty,LS49CG932SNXZA\", \"asin\": \"B0CDQMQQS2\", \"price\": \"$949.99\", \"quantity\": \"\"},\n{\"title\": \"32 Inch 4K UHD Computer Monitor, Ultra-Clear (3840\\u00d72160p) Screen, 100% sRGB,178\\u00b0 Vi...\", \"asin\": \"B0DFV8DKC5\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Monitor 32 inch Computer Monitor QHD (2560 x 1440) 2K 1500R Curved Computer Monitor...\", \"asin\": \"B0CNGW5P7Z\", \"price\": \"$151.99\", \"quantity\": \"\"},\n{\"title\": \"ARZOPA 16.1'' 144Hz Portable Gaming Monitor, 106% sRGB 1080P FHD Kickstand Portable Monitor with HDR, Ultra Slim, Eye Care, External Second Screen for Laptop, PC, PS5, Mac, Xbox-Z1FC\", \"asin\": \"B0CH9WTW56\", \"price\": \"$96.99\", \"quantity\": \"\"},\n{\"title\": \"Eyoyo 12\\\" Inch TFT LCD Monitor with AV HDMI BNC VGA Input 1366x768 Portable Mini HD Color Screen Display with Built-in Speaker\", \"asin\": \"B01KJVERF8\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"INNOCN Ultrawide Monitor 43.8\\\" WFHD 3840 x 1080p 120Hz Monitor 32:9 IPS Computer Split Screen 96% DCI-P3 HDR400 FreeSync Premium USB Type-C HDMI Height Adjustable Mountable Monitor - 44C1G\", \"asin\": \"B09WR3SKR4\", \"price\": \"$479.99\", \"quantity\": \"\"},\n{\"title\": \"Dell S24 Series Monitor - 24 inch IPS LED FHD - AMD FreeSync - VESA, 16:9 Monitor 75Hz, 4ms Grey-to-Grey Response Time, Low Blue Light, Flicker Free, Anti-Glare, 2 x HDMI, Black\", \"asin\": \"B0CT54YP2G\", \"price\": \"$143.39\", \"quantity\": \"\"},\n{\"title\": \"Computer Privacy Screen Protector for 23, 23.6, 23.8 and 24 Inches Monitor Anti Blue Light Filter Hanging Type Anti Scratch Easy Installation Shield for Desktop Computer (24 Inches)\", \"asin\": \"B0C2HJZQ55\", \"price\": \"$63.99\", \"quantity\": \"\"},\n{\"title\": \"4\\\" IPS Touchscreen WiFi Dash Cam, Free 64GB Card, 170\\u00b0 Wide Angle, Real 2K Front & ...\", \"asin\": \"B0DJMBW6QW\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"PRUVEEO 360 Degree View 4 Channel Dash Cam Front and Rear Inside Left Right, Dash Camera for Cars, Built-in GPS WiFi Night Vision, 24/7 Recording Parking Mode Monitor, Free 128G Card\", \"asin\": \"B0BJZQ37G7\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Xencelabs Pen Display 24, 4K Drawing Monitor with Quick Keys, 99% Adobe RGB Graphic Drawing Display, 2 Battery-Free Pens, 8192 Levels Pressure for Win/Win-ARM/Mac/Linux, Black\", \"asin\": \"B0C6N14R12\", \"price\": \"$1,749.00\", \"quantity\": \"\"},\n{\"title\": \"24 Inch QHD 2560x1440 IPS Computer Monitor, 100Hz Zero-Frame 2K Gaming Office Monit...\", \"asin\": \"B0D6W5WKNX\", \"price\": \"$122.99\", \"quantity\": \"\"},\n{\"title\": \"27 Inch QHD(2560 * 1440) 100Hz Computer Monitor - IPS Panel, Anti-Blue Light Screen...\", \"asin\": \"B0D4QVHWPJ\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Gaming Monitor 24 Inch PC Monitor IPS FHD 1080p 100Hz Refresh Rate Computer Monitor...\", \"asin\": \"B0DQXR49GK\", \"price\": \"$95.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KTC 24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync, HDMI2.0/DP/Earphone for Gaming and Office Working H24T27\", \"asin\": \"B0D4P8XBD3\", \"price\": \"$119.99\"},\n{\"title\": \"KTC 32Inch 240Hz Curved Gaming Monitor, 1000R VA, QHD(2560x1440p), 4000:1 Contrast, Support FreeSync GSync, HDMI2.0(144hz)/DP1.4(240hz)/Earphone, Tilt, Xbox PS5 Switch, 2K Computer Monitor for Gamer\", \"asin\": \"B0D5QFL6ZL\", \"price\": \"$309.99\"},\n{\"title\": \"KOORUI 27 Inch QHD (2560x1440) IPS Ultra-Thin Computer Gaming Monitor, 100Hz Refresh Rate, DCI-P3 95%, FreeSync & G-Sync, 1ms MPRT, HDR10, VESA 100x100mm, Tilt Adjustable for Game and Work\", \"asin\": \"B0DRD31TL2\", \"price\": \"$139.99\"},\n{\"title\": \"23.8 Inch PC Gaming Monitor QHD 2560x1440 2K 100Hz, 2ms, Built-in Speakers, HDR, 99% sRGB IPS LED Computer Screen with HDMI/DP Ports, AMD FreeSync Compatible, VESA Supports, Black\", \"asin\": \"B0DDSZF9H6\", \"price\": \"$99.99\"},\n{\"title\": \"Viewedge 27 inch Monitor with 2K 2560 x 1440 IPS Panel 75hz | Computer Monitor 27 inch QHD with HDMI, DP and Wall Mountable | Eye Protection PC 1440p Monitor for Working and Gaming\", \"asin\": \"B0BKVN4LKV\", \"price\": \"$129.99\"},\n{\"title\": \"Acer SB272 Ewi 27\\\" Full HD (1920 x 1080) IPS Zero-Frame Gaming Office Monitor | AMD FreeSync Technology | Ultra-Thin Stylish Design | 100Hz | 1ms (VRB) | Low Blue Light | Tilt | HDMI & VGA Ports\", \"asin\": \"B0CQKFS19N\", \"price\": \"$126.36\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T06:34:29.262Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"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\": \"stainless steel pans\"}],\n\"product_details\": [{\"asin\": \"B0D4P8XBD3\"},\n{\"title\": \"24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync, HDMI2.0/DP/Earphone for Gaming and Office Working H24T27\"},\n{\"price\": \"$119.99\"},\n{\"bullet_list\": \"[Crysyal-clean Visuals with QHD Display] With 2K high resolution, this 24 inch 1440P computer monitor unparalleled picture quality and breathtaking sharpness. Elevate your viewing with our cutting-edge QHD display. This computer monitor makes every moment come to life with our QHD display [Ultra-smooth 100Hz Refresh Rate] See every detail in stunning clarity. With support for FreeSync and G-Sync, this monitor eliminates screen tearing for a fluid gaming experience. This flat monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Frameless Bezel Display] Maximize your productivity with our narrow bezel and VESA Campatible display \\u2013 perfect for multi-screen work setups! Seamlessly connect multiple proart monitors for a truly immersive and efficient work experience. [Experience True Color Excellence] Boasting a 122% High Color Gamut and 178\\u00b0 wide viewing angle, IPS panel delivers stunning color accuracy and consistency. This monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Protect Your Eyes with Anti-Blue Light Technology] KTC monitor features an Anti-Blue Light Screen to reduce eye strain during prolonged use. Stay comfortable and focused during extended gaming sessions or work hours, without compromising on visual quality.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 inch\"},\n{\"Style\": \"QHD 24'' 100Hz\"}],\n\"promotion_items\": [{\"title\": \"SAMSUNG 49\\\" Odyssey QD-OLED (G93SC) Series Curved Gaming Monitor, 240Hz, 0.03ms,Dual QHD,DisplayHDR True Black 400,AMD FreeSync Premium Pro,Height Adjustable Stand,3 Year Warranty,LS49CG932SNXZA\", \"asin\": \"B0CDQMQQS2\", \"price\": \"$949.99\", \"quantity\": \"\"},\n{\"title\": \"32 Inch 4K UHD Computer Monitor, Ultra-Clear (3840\\u00d72160p) Screen, 100% sRGB,178\\u00b0 Vi...\", \"asin\": \"B0DFV8DKC5\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Monitor 32 inch Computer Monitor QHD (2560 x 1440) 2K 1500R Curved Computer Monitor...\", \"asin\": \"B0CNGW5P7Z\", \"price\": \"$151.99\", \"quantity\": \"\"},\n{\"title\": \"ARZOPA 16.1'' 144Hz Portable Gaming Monitor, 106% sRGB 1080P FHD Kickstand Portable Monitor with HDR, Ultra Slim, Eye Care, External Second Screen for Laptop, PC, PS5, Mac, Xbox-Z1FC\", \"asin\": \"B0CH9WTW56\", \"price\": \"$96.99\", \"quantity\": \"\"},\n{\"title\": \"Eyoyo 12\\\" Inch TFT LCD Monitor with AV HDMI BNC VGA Input 1366x768 Portable Mini HD Color Screen Display with Built-in Speaker\", \"asin\": \"B01KJVERF8\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"INNOCN Ultrawide Monitor 43.8\\\" WFHD 3840 x 1080p 120Hz Monitor 32:9 IPS Computer Split Screen 96% DCI-P3 HDR400 FreeSync Premium USB Type-C HDMI Height Adjustable Mountable Monitor - 44C1G\", \"asin\": \"B09WR3SKR4\", \"price\": \"$479.99\", \"quantity\": \"\"},\n{\"title\": \"Dell S24 Series Monitor - 24 inch IPS LED FHD - AMD FreeSync - VESA, 16:9 Monitor 75Hz, 4ms Grey-to-Grey Response Time, Low Blue Light, Flicker Free, Anti-Glare, 2 x HDMI, Black\", \"asin\": \"B0CT54YP2G\", \"price\": \"$143.39\", \"quantity\": \"\"},\n{\"title\": \"24 Inch QHD 2560x1440 IPS Computer Monitor, 100Hz Zero-Frame 2K Gaming Office Monit...\", \"asin\": \"B0D6W5WKNX\", \"price\": \"$122.99\", \"quantity\": \"\"},\n{\"title\": \"27 Inch QHD(2560 * 1440) 100Hz Computer Monitor - IPS Panel, Anti-Blue Light Screen...\", \"asin\": \"B0D4QVHWPJ\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"24 Inch 180Hz/190Hz Gaming Monitor, FHD PC Computer Monitor with Fast IPS Panel, HD...\", \"asin\": \"B0DSK7XB46\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"24 Inch FHD 1080P 100Hz Computer Monitor, VA Panel FreeSync PC Gaming Monitor, HDMI...\", \"asin\": \"B0DRCXZN53\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"INNOCN 27\\\" Monitor 120Hz FHD 1920 x 1080p IPS PC Computer Desktop Gaming Display Built-in Speaker, Eyes Care, Height/Pivot Adjustable, HDMI, VGA, VESA Mountable - Black, 27D1FR\", \"asin\": \"B0DDT7YMH6\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"KOORUI Gaming Monitor, QHD 24\\\" Nano IPS Display, 1440P 165Hz Computer Monitor, 1ms 2K PC Screen, 100% sRGB, Adaptive Sync, Height/Tilt/Pivot Adjustment, HDMI, DisplayPort, GP01\", \"asin\": \"B0CL7CR43N\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"SANSUI 27 Inch WQHD 2560 x 1440 IPS Gaming Monitor, 180Hz 1ms Computer Monitor, DP 1.2 x2 | HDMI 2.0 x2 | VESA Mount, 120% sRGB HDR Eye Care Metal Stand (ES-G27F2Q, DP Cable Included)\", \"asin\": \"B0CWCWL81G\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Computer Privacy Screen Protector for 23, 23.6, 23.8 and 24 Inches Monitor Anti Blue Light Filter Hanging Type Anti Scratch Easy Installation Shield for Desktop Computer (24 Inches)\", \"asin\": \"B0C2HJZQ55\", \"price\": \"$63.99\", \"quantity\": \"\"},\n{\"title\": \"4\\\" IPS Touchscreen WiFi Dash Cam, Free 64GB Card, 170\\u00b0 Wide Angle, Real 2K Front & ...\", \"asin\": \"B0DJMBW6QW\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"PRUVEEO 360 Degree View 4 Channel Dash Cam Front and Rear Inside Left Right, Dash Camera for Cars, Built-in GPS WiFi Night Vision, 24/7 Recording Parking Mode Monitor, Free 128G Card\", \"asin\": \"B0BJZQ37G7\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Xencelabs Pen Display 24, 4K Drawing Monitor with Quick Keys, 99% Adobe RGB Graphic Drawing Display, 2 Battery-Free Pens, 8192 Levels Pressure for Win/Win-ARM/Mac/Linux, Black\", \"asin\": \"B0C6N14R12\", \"price\": \"$1,749.00\", \"quantity\": \"\"},\n{\"title\": \"24 Inch QHD 2560x1440 IPS Computer Monitor, 100Hz Zero-Frame 2K Gaming Office Monit...\", \"asin\": \"B0D6W5WKNX\", \"price\": \"$122.99\", \"quantity\": \"\"},\n{\"title\": \"27 Inch QHD(2560 * 1440) 100Hz Computer Monitor - IPS Panel, Anti-Blue Light Screen...\", \"asin\": \"B0D4QVHWPJ\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Gaming Monitor 24 Inch PC Monitor IPS FHD 1080p 100Hz Refresh Rate Computer Monitor...\", \"asin\": \"B0DQXR49GK\", \"price\": \"$95.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KTC 24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync, HDMI2.0/DP/Earphone for Gaming and Office Working H24T27\", \"asin\": \"B0D4P8XBD3\", \"price\": \"$119.99\"},\n{\"title\": \"KTC 32Inch 240Hz Curved Gaming Monitor, 1000R VA, QHD(2560x1440p), 4000:1 Contrast, Support FreeSync GSync, HDMI2.0(144hz)/DP1.4(240hz)/Earphone, Tilt, Xbox PS5 Switch, 2K Computer Monitor for Gamer\", \"asin\": \"B0D5QFL6ZL\", \"price\": \"$309.99\"},\n{\"title\": \"KOORUI 27 Inch QHD (2560x1440) IPS Ultra-Thin Computer Gaming Monitor, 100Hz Refresh Rate, DCI-P3 95%, FreeSync & G-Sync, 1ms MPRT, HDR10, VESA 100x100mm, Tilt Adjustable for Game and Work\", \"asin\": \"B0DRD31TL2\", \"price\": \"$139.99\"},\n{\"title\": \"23.8 Inch PC Gaming Monitor QHD 2560x1440 2K 100Hz, 2ms, Built-in Speakers, HDR, 99% sRGB IPS LED Computer Screen with HDMI/DP Ports, AMD FreeSync Compatible, VESA Supports, Black\", \"asin\": \"B0DDSZF9H6\", \"price\": \"$99.99\"},\n{\"title\": \"Viewedge 27 inch Monitor with 2K 2560 x 1440 IPS Panel 75hz | Computer Monitor 27 inch QHD with HDMI, DP and Wall Mountable | Eye Protection PC 1440p Monitor for Working and Gaming\", \"asin\": \"B0BKVN4LKV\", \"price\": \"$129.99\"},\n{\"title\": \"Acer SB272 Ewi 27\\\" Full HD (1920 x 1080) IPS Zero-Frame Gaming Office Monitor | AMD FreeSync Technology | Ultra-Thin Stylish Design | 100Hz | 1ms (VRB) | Low Blue Light | Tilt | HDMI & VGA Ports\", \"asin\": \"B0CQKFS19N\", \"price\": \"$126.36\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T06:34:43.386Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-13T06:34:43.386Z
click
search
rule
train
2,773
2025-04-13T06:34:43.386Z
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": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:01:43.860Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:28.291Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:02:54.239Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:54.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:58.571Z", "action": "input", "action_argument": "bag"} {"timestamp": "2025-04-12T04:03:00.956Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:03:23.008Z", "action": "input", "action_argument": "hefty ultra strong 13 gallon trash bags"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-13T06:34:29.262Z", "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": "stainless steel pans"}], "product_details": [{"asin": "B0D4P8XBD3"}, {"title": "24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync, HDMI2.0/DP/Earphone for Gaming and Office Working H24T27"}, {"price": "$119.99"}, {"bullet_list": "[Crysyal-clean Visuals with QHD Display] With 2K high resolution, this 24 inch 1440P computer monitor unparalleled picture quality and breathtaking sharpness. Elevate your viewing with our cutting-edge QHD display. This computer monitor makes every moment come to life with our QHD display [Ultra-smooth 100Hz Refresh Rate] See every detail in stunning clarity. With support for FreeSync and G-Sync, this monitor eliminates screen tearing for a fluid gaming experience. This flat monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Frameless Bezel Display] Maximize your productivity with our narrow bezel and VESA Campatible display \u2013 perfect for multi-screen work setups! Seamlessly connect multiple proart monitors for a truly immersive and efficient work experience. [Experience True Color Excellence] Boasting a 122% High Color Gamut and 178\u00b0 wide viewing angle, IPS panel delivers stunning color accuracy and consistency. This monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Protect Your Eyes with Anti-Blue Light Technology] KTC monitor features an Anti-Blue Light Screen to reduce eye strain during prolonged use. Stay comfortable and focused during extended gaming sessions or work hours, without compromising on visual quality."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "24 inch"}, {"Style": "QHD 24'' 100Hz"}], "promotion_items": [{"title": "SAMSUNG 49\" Odyssey QD-OLED (G93SC) Series Curved Gaming Monitor, 240Hz, 0.03ms,Dual QHD,DisplayHDR True Black 400,AMD FreeSync Premium Pro,Height Adjustable Stand,3 Year Warranty,LS49CG932SNXZA", "asin": "B0CDQMQQS2", "price": "$949.99", "quantity": ""}, {"title": "32 Inch 4K UHD Computer Monitor, Ultra-Clear (3840\u00d72160p) Screen, 100% sRGB,178\u00b0 Vi...", "asin": "B0DFV8DKC5", "price": "$199.99", "quantity": ""}, {"title": "Monitor 32 inch Computer Monitor QHD (2560 x 1440) 2K 1500R Curved Computer Monitor...", "asin": "B0CNGW5P7Z", "price": "$151.99", "quantity": ""}, {"title": "ARZOPA 16.1'' 144Hz Portable Gaming Monitor, 106% sRGB 1080P FHD Kickstand Portable Monitor with HDR, Ultra Slim, Eye Care, External Second Screen for Laptop, PC, PS5, Mac, Xbox-Z1FC", "asin": "B0CH9WTW56", "price": "$96.99", "quantity": ""}, {"title": "Eyoyo 12\" Inch TFT LCD Monitor with AV HDMI BNC VGA Input 1366x768 Portable Mini HD Color Screen Display with Built-in Speaker", "asin": "B01KJVERF8", "price": "$79.99", "quantity": ""}, {"title": "INNOCN Ultrawide Monitor 43.8\" WFHD 3840 x 1080p 120Hz Monitor 32:9 IPS Computer Split Screen 96% DCI-P3 HDR400 FreeSync Premium USB Type-C HDMI Height Adjustable Mountable Monitor - 44C1G", "asin": "B09WR3SKR4", "price": "$479.99", "quantity": ""}, {"title": "Dell S24 Series Monitor - 24 inch IPS LED FHD - AMD FreeSync - VESA, 16:9 Monitor 75Hz, 4ms Grey-to-Grey Response Time, Low Blue Light, Flicker Free, Anti-Glare, 2 x HDMI, Black", "asin": "B0CT54YP2G", "price": "$143.39", "quantity": ""}, {"title": "24 Inch QHD 2560x1440 IPS Computer Monitor, 100Hz Zero-Frame 2K Gaming Office Monit...", "asin": "B0D6W5WKNX", "price": "$122.99", "quantity": ""}, {"title": "27 Inch QHD(2560 * 1440) 100Hz Computer Monitor - IPS Panel, Anti-Blue Light Screen...", "asin": "B0D4QVHWPJ", "price": "$109.99", "quantity": ""}, {"title": "24 Inch 180Hz/190Hz Gaming Monitor, FHD PC Computer Monitor with Fast IPS Panel, HD...", "asin": "B0DSK7XB46", "price": "$99.99", "quantity": ""}, {"title": "24 Inch FHD 1080P 100Hz Computer Monitor, VA Panel FreeSync PC Gaming Monitor, HDMI...", "asin": "B0DRCXZN53", "price": "$84.99", "quantity": ""}, {"title": "INNOCN 27\" Monitor 120Hz FHD 1920 x 1080p IPS PC Computer Desktop Gaming Display Built-in Speaker, Eyes Care, Height/Pivot Adjustable, HDMI, VGA, VESA Mountable - Black, 27D1FR", "asin": "B0DDT7YMH6", "price": "$149.99", "quantity": ""}, {"title": "KOORUI Gaming Monitor, QHD 24\" Nano IPS Display, 1440P 165Hz Computer Monitor, 1ms 2K PC Screen, 100% sRGB, Adaptive Sync, Height/Tilt/Pivot Adjustment, HDMI, DisplayPort, GP01", "asin": "B0CL7CR43N", "price": "$179.99", "quantity": ""}, {"title": "SANSUI 27 Inch WQHD 2560 x 1440 IPS Gaming Monitor, 180Hz 1ms Computer Monitor, DP 1.2 x2 | HDMI 2.0 x2 | VESA Mount, 120% sRGB HDR Eye Care Metal Stand (ES-G27F2Q, DP Cable Included)", "asin": "B0CWCWL81G", "price": "$149.99", "quantity": ""}, {"title": "Computer Privacy Screen Protector for 23, 23.6, 23.8 and 24 Inches Monitor Anti Blue Light Filter Hanging Type Anti Scratch Easy Installation Shield for Desktop Computer (24 Inches)", "asin": "B0C2HJZQ55", "price": "$63.99", "quantity": ""}, {"title": "4\" IPS Touchscreen WiFi Dash Cam, Free 64GB Card, 170\u00b0 Wide Angle, Real 2K Front & ...", "asin": "B0DJMBW6QW", "price": "$65.99", "quantity": ""}, {"title": "PRUVEEO 360 Degree View 4 Channel Dash Cam Front and Rear Inside Left Right, Dash Camera for Cars, Built-in GPS WiFi Night Vision, 24/7 Recording Parking Mode Monitor, Free 128G Card", "asin": "B0BJZQ37G7", "price": "$189.99", "quantity": ""}, {"title": "Xencelabs Pen Display 24, 4K Drawing Monitor with Quick Keys, 99% Adobe RGB Graphic Drawing Display, 2 Battery-Free Pens, 8192 Levels Pressure for Win/Win-ARM/Mac/Linux, Black", "asin": "B0C6N14R12", "price": "$1,749.00", "quantity": ""}, {"title": "24 Inch QHD 2560x1440 IPS Computer Monitor, 100Hz Zero-Frame 2K Gaming Office Monit...", "asin": "B0D6W5WKNX", "price": "$122.99", "quantity": ""}, {"title": "27 Inch QHD(2560 * 1440) 100Hz Computer Monitor - IPS Panel, Anti-Blue Light Screen...", "asin": "B0D4QVHWPJ", "price": "$109.99", "quantity": ""}, {"title": "Gaming Monitor 24 Inch PC Monitor IPS FHD 1080p 100Hz Refresh Rate Computer Monitor...", "asin": "B0DQXR49GK", "price": "$95.99", "quantity": ""}], "comparison_items": [{"title": "KTC 24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync, HDMI2.0/DP/Earphone for Gaming and Office Working H24T27", "asin": "B0D4P8XBD3", "price": "$119.99"}, {"title": "KTC 32Inch 240Hz Curved Gaming Monitor, 1000R VA, QHD(2560x1440p), 4000:1 Contrast, Support FreeSync GSync, HDMI2.0(144hz)/DP1.4(240hz)/Earphone, Tilt, Xbox PS5 Switch, 2K Computer Monitor for Gamer", "asin": "B0D5QFL6ZL", "price": "$309.99"}, {"title": "KOORUI 27 Inch QHD (2560x1440) IPS Ultra-Thin Computer Gaming Monitor, 100Hz Refresh Rate, DCI-P3 95%, FreeSync & G-Sync, 1ms MPRT, HDR10, VESA 100x100mm, Tilt Adjustable for Game and Work", "asin": "B0DRD31TL2", "price": "$139.99"}, {"title": "23.8 Inch PC Gaming Monitor QHD 2560x1440 2K 100Hz, 2ms, Built-in Speakers, HDR, 99% sRGB IPS LED Computer Screen with HDMI/DP Ports, AMD FreeSync Compatible, VESA Supports, Black", "asin": "B0DDSZF9H6", "price": "$99.99"}, {"title": "Viewedge 27 inch Monitor with 2K 2560 x 1440 IPS Panel 75hz | Computer Monitor 27 inch QHD with HDMI, DP and Wall Mountable | Eye Protection PC 1440p Monitor for Working and Gaming", "asin": "B0BKVN4LKV", "price": "$129.99"}, {"title": "Acer SB272 Ewi 27\" Full HD (1920 x 1080) IPS Zero-Frame Gaming Office Monitor | AMD FreeSync Technology | Ultra-Thin Stylish Design | 100Hz | 1ms (VRB) | Low Blue Light | Tilt | HDMI & VGA Ports", "asin": "B0CQKFS19N", "price": "$126.36"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-13T06:34:43.386Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-13T06:34:43.386Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-13T06:34:43.386Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2773, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"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\": \"stainless steel pans\"}],\n\"product_details\": [{\"asin\": \"B0D4P8XBD3\"},\n{\"title\": \"24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync, HDMI2.0/DP/Earphone for Gaming and Office Working H24T27\"},\n{\"price\": \"$119.99\"},\n{\"bullet_list\": \"[Crysyal-clean Visuals with QHD Display] With 2K high resolution, this 24 inch 1440P computer monitor unparalleled picture quality and breathtaking sharpness. Elevate your viewing with our cutting-edge QHD display. This computer monitor makes every moment come to life with our QHD display [Ultra-smooth 100Hz Refresh Rate] See every detail in stunning clarity. With support for FreeSync and G-Sync, this monitor eliminates screen tearing for a fluid gaming experience. This flat monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Frameless Bezel Display] Maximize your productivity with our narrow bezel and VESA Campatible display \\u2013 perfect for multi-screen work setups! Seamlessly connect multiple proart monitors for a truly immersive and efficient work experience. [Experience True Color Excellence] Boasting a 122% High Color Gamut and 178\\u00b0 wide viewing angle, IPS panel delivers stunning color accuracy and consistency. This monitor features pre-set sRGB with color calibration technology, ensuring 99% sRGB coverage for vibrant and true-to-life colors. [Protect Your Eyes with Anti-Blue Light Technology] KTC monitor features an Anti-Blue Light Screen to reduce eye strain during prolonged use. Stay comfortable and focused during extended gaming sessions or work hours, without compromising on visual quality.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 inch\"},\n{\"Style\": \"QHD 24'' 100Hz\"}],\n\"promotion_items\": [{\"title\": \"SAMSUNG 49\\\" Odyssey QD-OLED (G93SC) Series Curved Gaming Monitor, 240Hz, 0.03ms,Dual QHD,DisplayHDR True Black 400,AMD FreeSync Premium Pro,Height Adjustable Stand,3 Year Warranty,LS49CG932SNXZA\", \"asin\": \"B0CDQMQQS2\", \"price\": \"$949.99\", \"quantity\": \"\"},\n{\"title\": \"32 Inch 4K UHD Computer Monitor, Ultra-Clear (3840\\u00d72160p) Screen, 100% sRGB,178\\u00b0 Vi...\", \"asin\": \"B0DFV8DKC5\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Monitor 32 inch Computer Monitor QHD (2560 x 1440) 2K 1500R Curved Computer Monitor...\", \"asin\": \"B0CNGW5P7Z\", \"price\": \"$151.99\", \"quantity\": \"\"},\n{\"title\": \"ARZOPA 16.1'' 144Hz Portable Gaming Monitor, 106% sRGB 1080P FHD Kickstand Portable Monitor with HDR, Ultra Slim, Eye Care, External Second Screen for Laptop, PC, PS5, Mac, Xbox-Z1FC\", \"asin\": \"B0CH9WTW56\", \"price\": \"$96.99\", \"quantity\": \"\"},\n{\"title\": \"Eyoyo 12\\\" Inch TFT LCD Monitor with AV HDMI BNC VGA Input 1366x768 Portable Mini HD Color Screen Display with Built-in Speaker\", \"asin\": \"B01KJVERF8\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"INNOCN Ultrawide Monitor 43.8\\\" WFHD 3840 x 1080p 120Hz Monitor 32:9 IPS Computer Split Screen 96% DCI-P3 HDR400 FreeSync Premium USB Type-C HDMI Height Adjustable Mountable Monitor - 44C1G\", \"asin\": \"B09WR3SKR4\", \"price\": \"$479.99\", \"quantity\": \"\"},\n{\"title\": \"Dell S24 Series Monitor - 24 inch IPS LED FHD - AMD FreeSync - VESA, 16:9 Monitor 75Hz, 4ms Grey-to-Grey Response Time, Low Blue Light, Flicker Free, Anti-Glare, 2 x HDMI, Black\", \"asin\": \"B0CT54YP2G\", \"price\": \"$143.39\", \"quantity\": \"\"},\n{\"title\": \"24 Inch QHD 2560x1440 IPS Computer Monitor, 100Hz Zero-Frame 2K Gaming Office Monit...\", \"asin\": \"B0D6W5WKNX\", \"price\": \"$122.99\", \"quantity\": \"\"},\n{\"title\": \"27 Inch QHD(2560 * 1440) 100Hz Computer Monitor - IPS Panel, Anti-Blue Light Screen...\", \"asin\": \"B0D4QVHWPJ\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"24 Inch 180Hz/190Hz Gaming Monitor, FHD PC Computer Monitor with Fast IPS Panel, HD...\", \"asin\": \"B0DSK7XB46\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"24 Inch FHD 1080P 100Hz Computer Monitor, VA Panel FreeSync PC Gaming Monitor, HDMI...\", \"asin\": \"B0DRCXZN53\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"INNOCN 27\\\" Monitor 120Hz FHD 1920 x 1080p IPS PC Computer Desktop Gaming Display Built-in Speaker, Eyes Care, Height/Pivot Adjustable, HDMI, VGA, VESA Mountable - Black, 27D1FR\", \"asin\": \"B0DDT7YMH6\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"KOORUI Gaming Monitor, QHD 24\\\" Nano IPS Display, 1440P 165Hz Computer Monitor, 1ms 2K PC Screen, 100% sRGB, Adaptive Sync, Height/Tilt/Pivot Adjustment, HDMI, DisplayPort, GP01\", \"asin\": \"B0CL7CR43N\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"SANSUI 27 Inch WQHD 2560 x 1440 IPS Gaming Monitor, 180Hz 1ms Computer Monitor, DP 1.2 x2 | HDMI 2.0 x2 | VESA Mount, 120% sRGB HDR Eye Care Metal Stand (ES-G27F2Q, DP Cable Included)\", \"asin\": \"B0CWCWL81G\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Computer Privacy Screen Protector for 23, 23.6, 23.8 and 24 Inches Monitor Anti Blue Light Filter Hanging Type Anti Scratch Easy Installation Shield for Desktop Computer (24 Inches)\", \"asin\": \"B0C2HJZQ55\", \"price\": \"$63.99\", \"quantity\": \"\"},\n{\"title\": \"4\\\" IPS Touchscreen WiFi Dash Cam, Free 64GB Card, 170\\u00b0 Wide Angle, Real 2K Front & ...\", \"asin\": \"B0DJMBW6QW\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"PRUVEEO 360 Degree View 4 Channel Dash Cam Front and Rear Inside Left Right, Dash Camera for Cars, Built-in GPS WiFi Night Vision, 24/7 Recording Parking Mode Monitor, Free 128G Card\", \"asin\": \"B0BJZQ37G7\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Xencelabs Pen Display 24, 4K Drawing Monitor with Quick Keys, 99% Adobe RGB Graphic Drawing Display, 2 Battery-Free Pens, 8192 Levels Pressure for Win/Win-ARM/Mac/Linux, Black\", \"asin\": \"B0C6N14R12\", \"price\": \"$1,749.00\", \"quantity\": \"\"},\n{\"title\": \"24 Inch QHD 2560x1440 IPS Computer Monitor, 100Hz Zero-Frame 2K Gaming Office Monit...\", \"asin\": \"B0D6W5WKNX\", \"price\": \"$122.99\", \"quantity\": \"\"},\n{\"title\": \"27 Inch QHD(2560 * 1440) 100Hz Computer Monitor - IPS Panel, Anti-Blue Light Screen...\", \"asin\": \"B0D4QVHWPJ\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Gaming Monitor 24 Inch PC Monitor IPS FHD 1080p 100Hz Refresh Rate Computer Monitor...\", \"asin\": \"B0DQXR49GK\", \"price\": \"$95.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"KTC 24 Inch QHD 100Hz Computer Monitor IPS 2K, 1300:1 Contrast, Anti-Blue Light Screen, 122% sRGB, Support FreeSync and GSync, HDMI2.0/DP/Earphone for Gaming and Office Working H24T27\", \"asin\": \"B0D4P8XBD3\", \"price\": \"$119.99\"},\n{\"title\": \"KTC 32Inch 240Hz Curved Gaming Monitor, 1000R VA, QHD(2560x1440p), 4000:1 Contrast, Support FreeSync GSync, HDMI2.0(144hz)/DP1.4(240hz)/Earphone, Tilt, Xbox PS5 Switch, 2K Computer Monitor for Gamer\", \"asin\": \"B0D5QFL6ZL\", \"price\": \"$309.99\"},\n{\"title\": \"KOORUI 27 Inch QHD (2560x1440) IPS Ultra-Thin Computer Gaming Monitor, 100Hz Refresh Rate, DCI-P3 95%, FreeSync & G-Sync, 1ms MPRT, HDR10, VESA 100x100mm, Tilt Adjustable for Game and Work\", \"asin\": \"B0DRD31TL2\", \"price\": \"$139.99\"},\n{\"title\": \"23.8 Inch PC Gaming Monitor QHD 2560x1440 2K 100Hz, 2ms, Built-in Speakers, HDR, 99% sRGB IPS LED Computer Screen with HDMI/DP Ports, AMD FreeSync Compatible, VESA Supports, Black\", \"asin\": \"B0DDSZF9H6\", \"price\": \"$99.99\"},\n{\"title\": \"Viewedge 27 inch Monitor with 2K 2560 x 1440 IPS Panel 75hz | Computer Monitor 27 inch QHD with HDMI, DP and Wall Mountable | Eye Protection PC 1440p Monitor for Working and Gaming\", \"asin\": \"B0BKVN4LKV\", \"price\": \"$129.99\"},\n{\"title\": \"Acer SB272 Ewi 27\\\" Full HD (1920 x 1080) IPS Zero-Frame Gaming Office Monitor | AMD FreeSync Technology | Ultra-Thin Stylish Design | 100Hz | 1ms (VRB) | Low Blue Light | Tilt | HDMI & VGA Ports\", \"asin\": \"B0CQKFS19N\", \"price\": \"$126.36\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T06:34:43.386Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"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\": \"stainless steel pans\"}],\n\"promotion_items\": [{\"title\": \"Made In Cookware - 3.5 Quart Stainless Steel Saute Pan - 5 Ply Stainless Clad - Professional Cookware - Induction Compatible - Crafted in Italy Stainless Steel\", \"asin\": \"B09R3CSHFD\", \"price\": \"$168.99\", \"quantity\": \"\"},\n{\"title\": \"Made In Cookware - 2 Quart Stainless Steel Saucepan with Lid - 5 Ply Stainless Clad Sauce Pan - Professional Cookware - Crafted in Italy - Induction Compatible \", \"asin\": \"B0B29LF8LB\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"HexClad Hybrid Nonstick 3-Quart Saucepan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops \", \"asin\": \"B0BKHB211C\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Misen 5-Ply Stainless Steel Cookware Set - Versatile, Dishwasher Safe - 5-Piece Set - 10\\\" Skillet, 3 QT Saute Pan + Lid, 3 QT Saucier + Lid \", \"asin\": \"B09DRGJRBV\", \"price\": \"$354.00\", \"quantity\": \"\"},\n{\"title\": \"Misen 5-Ply Stainless Steel 10\\\" & 12\\\" Frying Pan Set - Professional Cookware for Induction, Gas and Electric - Dishwasher Safe, Oven Safe to 800\\u00b0F - Durable, Versatile, Even Heating \", \"asin\": \"B08WR7FKGS\", \"price\": \"$160.00\", \"quantity\": \"\"},\n{\"title\": \"Made In Cookware - 3.5 QT CeramiClad Non Stick Saute Pan with Lid - 5-Ply Stainless Clad with Stay-Cool Handle - Professional Cookware - Crafted in Italy - Induction Compatible Stainless and Aluminum\", \"asin\": \"B0DK44WMH7\", \"price\": \"$192.00\", \"quantity\": \"\"},\n{\"title\": \"DELARLO Tri-Ply Stainless Steel Pan with Lid 12inch\\u4e28Compatible with All Cooktops Up to 600\\u2109\\u4e28Stainless Steel Skillet 12 inch\\u4e28Heavy Duty\\u4e28Frying Pan with Lid\\u4e2818/10 Large Cooking Surface\\u4e28Omelette Pan Stainless Steel\", \"asin\": \"B0C65C16YB\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Skillet, Deep Frying Pan 10/11/12-inch, Saute Pan with Lid, Stay-cool Handle, Healthy Stone Cookware Cooking Pan, Induction Compatible, PFOA Free (10-Inch/3.5QT) \", \"asin\": \"B08RMNG3HD\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Stainless Steel Crepe Pan - 12 Inch Nonstick Crepe Pan, Stainless Steel Honeycomb Coating Pancake Pan, Non Stick Flat Skillet Tawa Dosa Tortilla Griddle Pan, Induction Compatible, PFOA Free Stainless Steel\", \"asin\": \"B0CYC7Y7M9\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Non Stick Frying Pans with lid, 12 inch Hybrid Frying Pans Nonstick,non stick Stainless Steel Skillets, Dishwasher and Oven-Safe Chef Pan, Induction Compatible Cooking Pan, PFOA Free Cookware Stainless Steel\", \"asin\": \"B0F271B1YC\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Stainless Steel Frying Pan Set with Lid 8.6inch and 12inch Titanium Ceramic Nonstick Frying Pan Kitchen Cookware Set Skillet with Stay-Cool Handle Non Toxic PFOA Free Suitable for All Stove \", \"asin\": \"B0DKDT1VNT\", \"price\": \"$80.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Crepe Pan, Swiss Granite Coating Dosa Pan Pancake Flat Skillet Tawa Griddle 12-Inch with Stay-Cool Handle, Induction Compatible, PFOA Free Crepe,Wood\", \"asin\": \"B0BJZCNYKG\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Caraway Stainless Steel Cookware Set (4 Piece) - 5-Ply Stainless Steel Pots & Pans - Includes Fry Pan, Sauce Pan, Saut\\u00e9 Pan, Dutch Oven, & Storage - Non Toxic, PTFE & PFOA Free\", \"asin\": \"B0CPJSPTS2\"},\n{\"title\": \"Caraway Stainless Steel Mini Duo - 5-Ply Stainless Steel Fry Pan (8 In) & Stainless Steel Sauce Pan (1.75 Qt) - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free\", \"asin\": \"B0CPJRPZ1K\"},\n{\"title\": \"Caraway Stainless Steel Saut\\u00e9 Pan (4.5 Qt) - 5-Ply Stainless Steel - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free\", \"asin\": \"B0CPJSHQWV\"}],\n\"search_results\": [{\"title\": \"Amazon Basics Stainless Steel Induction-Ready 11-Piece Cookware Set, Pots and Pans, Oven, Dishwasher Safe, Easy to Clean, Heavy Duty, Silver\", \"asin\": \"B07Y3LHX7Q\", \"price\": \"$143.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"12 inch Tri-Ply Stainless Steel Pan,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0F3JPZ6WV\", \"price\": \"$29.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Tri-Ply Fully Bonded Stainless Steel 12Inch Frying Pan With Lid, Up to 600\\u2109 Full Clad, Large Cooking Surface for Searing, Induction Ready, Dishwasher and Oven Safe\", \"asin\": \"B0CJY31QY2\", \"price\": \"$33.00\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Made In Cookware - 8-Inch Stainless Steel Frying Pan - 5 Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible\", \"asin\": \"B09HR771DL\", \"price\": \"$119.00\", \"delivery\": \"FREE delivery Apr 17 - 18 \"},\n{\"title\": \"12 inch Tri-Ply Stainless Steel Frying Pan with LID,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0DZJ3MN6K\", \"price\": \"$45.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 13 \"},\n{\"title\": \"T-fal Essentials Stainless Steel Fry Pan Set 2 Piece, 8\\\" and 10.5\\\", Induction Compatible Oven Safe 350F, Pots and Pans Set, Cooking Skillets, Cookware, Kitchen Frying Pans, Dishwasher Safe Silver/Blue\", \"asin\": \"B0DDR3Q493\", \"price\": \"$28.16\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Calphalon Classic\\u2122 Stainless Steel 10-Piece Cookware Set\", \"asin\": \"B00HQWONBW\", \"price\": \"$132.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart 11-Piece Cookware Set, Chef's Classic Stainless Steel Collection 77-11G\", \"asin\": \"B005H05SXM\", \"price\": \"$153.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart 722-20 8-Inch Chef's-Classic-Stainless-Cookware-Collection, 8\\\", Open Skillet\", \"asin\": \"B00008CM6A\", \"price\": \"$19.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"12 Inch Tri-Ply Stainless Steel Frying Pan, Skillet, Induction Cooking Pan, Dishwasher and Oven Safe, Fast & Even Heat, Heavy Duty and Detachable Handle\", \"asin\": \"B0DQ8L5MJ1\", \"price\": \"$27.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"DELARLO Whole Body Tri-Ply Stainless Steel Frying Pan set, 8\\u201d/10\\u201d/12\\u201d Cooking pans, Kitchen Cookware Set, Fast Heating Chef's pan with Ergonomic Handles, Suitable for All Stove\", \"asin\": \"B09PBBP8QM\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Amazon Basics 3-Piece Stainless Steel Aluminum-Clad Fry Pan Set with 8\\\", 9 1/2\\\", and 12\\\" (Previously AmazonCommercial brand)\", \"asin\": \"B08352LJMY\", \"price\": \"$71.60\", \"delivery\": \" FREE delivery Tue, Apr 15 \"},\n{\"title\": \"Winco AFP-10S Commercial-Grade Aluminium Fry Pan/Skillet, 10\\\", Silver\", \"asin\": \"B0C6WMC42X\", \"price\": \"$25.02\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Non Stick Frying Pans,Hybrid 12 inch Frying Pans Nonstick,PFOA Free Cookware,non stick Stainless Steel Skillets,Dishwasher and Oven Safe, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0DZWZM86H\", \"price\": \"$39.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"8-10-11.5inch Frying Pan Set Tri-Ply Stainless Steel Skillet Set,No Coatings Frying Pan with Stay-cool Handle for Cooking,Pots and Pans Set,Dishwasher and Oven Safe\", \"asin\": \"B0DS9G9QFF\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Apr 19 - 22 for Prime members\"},\n{\"title\": \"Amazon Basics 2-Piece Oven Safe, Riveted Handle Stainless Steel Induction Frying Pan Set - Silver, 8-inch & 10-inch\", \"asin\": \"B07Y3KHWKQ\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"LOLYKITCH 8-10-12 Inch Tri-Ply Stainless Steel Frying Pan Set of 3,Chef's Pans,Skillets,Induction Cookware,Pots and Pans Set,Dishwasher and Oven Safe.\", \"asin\": \"B096RMWVRZ\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Tri-Ply Stainless Steel Frying Pan 3QT, 10 Inch Deep Frying Pan with lids, Skillet, Induction Cooking Pan, Dishwasher and Oven Safe, Fast & Even Heat, Heavy Duty and Detachable Handle\", \"asin\": \"B0DQ8G3TTD\", \"price\": \"$29.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart 7-Piece Cookware Set, Chef's Classic Stainless Steel Collection, 77-7P1\", \"asin\": \"B00008CM67\", \"price\": \"$94.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"E-far Lasagna Pan Set of 2, Deep Stainless Steel Baking Pans, 12.75 x10 x3.2 Inches Rectangular Metal Roasting Baking Dish Bakeware for Oven, Non-Toxic & Heavy Duty, Dishwasher Safe\", \"asin\": \"B082VW2X1N\", \"price\": \"$27.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 13 \"},\n{\"title\": \"Wok, 13 Inch Hybrid Woks & Stir-fry Pans Nonstick, Non Toxic Stainless Steel Wok Pan with Lid, Dishwasher Induction Oven Broiler Safe, PFOA Free Cookware Non Stick\", \"asin\": \"B0DQXRS7RQ\", \"price\": \"$69.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"P&P CHEF Tri-Ply Stockpot and Saucepan, Stainless Steel Sauce Pan with Lid, Cooking Induction Pot, Kitchen Cookware for All Stoves, Non-Toxic, Durable & Dishwasher Safe, 3 Quart, 1 Piece\", \"asin\": \"B0C5GFNLXQ\", \"price\": \"$21.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Winco Commercial-Grade Stainless Steel Fry Pan, Natural Finish, 8\\\"\", \"asin\": \"B001ASB16I\", \"price\": \"$18.78\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 13 \"},\n{\"title\": \"LOLYKITCH 8.5-10 Inch Tri-ply Stainless Steel Frying Pans Set with Lid,Skillets,Induction Chef's Cooking Pan,Pots and Pans Set,Dishwasher and Oven Safe,10 Inch Pan with Lid.\", \"asin\": \"B0CNN4VF98\", \"price\": \"$55.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Suteck Stainless Steel Fry Pan Set - 8 & 10 Inch Stainless Steel Frying Pans, Tri-Ply Induction Compatible Skillet Set, Oven Safe to 500\\u00b0F, Dishwasher Safe, Even Heat Distribution\", \"asin\": \"B07TDQY4Y8\", \"price\": \"$40.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"DELARLO Tri-Ply Stainless Steel Pan, 12 inch Frying Pan with Lid, Compatible with All Cooktops Up to 600\\u2109, Fast & Even Heat, Skillet, Induction Cookware, Cooking Pan, Stir Fry Pan, Dishwasher Safe Pan\", \"asin\": \"B0BNKHN6L2\", \"price\": \"$45.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"12 inch Tri-Ply Stainless Steel Frying Pan with LID,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0DZPHCXHR\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"SENSARTE Nonstick Skillet, Deep Frying Pan 10/11/12-inch, Saute Pan with Lid, Stay-cool Handle, Healthy Stone Cookware Cooking Pan, Induction Compatible, PFOA Free (10-Inch/3.5QT)\", \"asin\": \"B08RMNG3HD\", \"price\": \"$29.99\", \"delivery\": \" FREE delivery Wed, Apr 16 \"},\n{\"title\": \"Tramontina Seattle Tri-Ply Clad Stainless Steel 12-Inch Large Frying Pan, Induction-Ready Skillet, Dishwasher-Safe, NSF-Certified, Made in Brazil\", \"asin\": \"B00JAP44MQ\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"12 inch Tri-Ply Stainless Steel Pan,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0DC68KKYY\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"CAROTE 14pcs Pots and Pans Set, Stainless Steel Cookware Set Detachable Handle, Induction Kitchen Cookware Sets with Removable Handle, RV Cookware Set, Oven Safe, Camping Cookware, Black\", \"asin\": \"B0DGT9BP7W\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"All-Clad D3 Stainless Steel Frying Pan with Lid, Tri-Ply Bonded, 12-Inch, Silver\", \"asin\": \"B00FUF5K8W\", \"price\": \"$129.95\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Cuisinart 1.5 Quart Saucepan w/Cover, Chef's Classic Stainless Steel Cookware Collection, 719-16\", \"asin\": \"B00008CM69\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Cuisinart Professional Stainless Skillet, 8-Inch\", \"asin\": \"B00NAU8VTO\", \"price\": \"$22.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"CAROTE 7 Pcs Stainless Steel Cookware Set, 3-ply Base Induction Available Stainless Steel Pots and Pans Set, Tempered Glass Lids, Induction Kitchen Cookware Sets, Stay-Cool Handles\", \"asin\": \"B0DLWP2FJP\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart Contour Stainless 8-Inch Open Skillet\", \"asin\": \"B003CT33ZU\", \"price\": \"$19.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart 12 Inch Skillet with Glass Cover, Chef's Classic Collection, 722-30G\", \"asin\": \"B0078P9D8U\", \"price\": \"$44.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Tri-Ply Stainless Steel Frying Pan Set, 8 Inch and 10Inch, Skillet set, Durable, Cooking Pan 8\\\" 10\\\", Induction Ready Egg Pan, Compatible with All Cooktops Up to 600\\u2109\", \"asin\": \"B0CJY98DQY\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wildone Baking Sheet Set of 3, Stainless Steel Cookie Sheet Baking Sheet Pan, 9/12/16 Inch, Non Toxic & Heavy Duty & Easy Clean\", \"asin\": \"B07NNQWMCW\", \"price\": \"$28.89\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart 17-Piece Cookware Set, Chef's Classic Steel Collection 77-17N\", \"asin\": \"B01LHG4EES\", \"price\": \"$224.96\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"T-Fal Pro Tri-Ply Stainless Steel Fry Pan 12 Inch, Induction Compatible, Oven Safe 500F, Fast & Even Heat, Professional Quality & Durability, Frying Pan, Skillet, Cookware, Dishwasher Safe, Silver\", \"asin\": \"B0DB42KNBC\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"T-fal Stainless Steel Cookware Set 11 Piece, Induction, Oven Broiler Safe 500F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Dutch Oven, Steamer, Pots and Pans, Dishwasher Safe, Silver\", \"asin\": \"B0BX1N1SJT\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 5 left in stock (more on the way).\"},\n{\"title\": \"6 Set Stainless Steel Hotel Pans 1/6 Size 4 Inch Deep With Lids, Anti-Jam Chafing Steam Table Pans, Catering Food Storage Metal Pan\", \"asin\": \"B0CQFXK42W\", \"price\": \"$51.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Farberware Classic Stainless Steel Frying Pan Set / Fry Pan Set / Stainless Steel Skillet Set - 8.25 Inch and 10 Inch, Silver\", \"asin\": \"B000LSYEGW\", \"price\": \"$39.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Amazon Basics Stainless Steel Induction-Ready 11-Piece Cookware Set, Pots and Pans, Oven, Dishwasher Safe, Easy to Clean, Heavy Duty, Silver\", \"asin\": \"B07Y3LHX7Q\", \"price\": \"$143.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart Stainless Steel, 5.5 Quart Saut\\u00e9 Pan w/ Cover, Helper Handle, Chef's Classic, 733-30H\", \"asin\": \"B00008CM6B\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"LOLYKITCH 10 Inch Tri-ply Stainless Steel Frying Pan with Lid,Skillet,Induction Cooking Pan,Dishwasher and Oven Safe,Detachable Handle.\", \"asin\": \"B0C6JSR2QS\", \"price\": \"$36.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Stainless Steel pots and pans set, 6 Piece Nonstick Kitchen Induction Cookware Set,Works with Induction/Electric and Gas Cooktops, Nonstick, Dishwasher\", \"asin\": \"B0BHXSQWH9\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"3 Ply Stainless Steel 11-Piece Cookware Set with Lids, Pots and Pans Kitchen Set, Non-Toxic, Induction, Oven, Dishwasher Safe, Professional Chef Quality\", \"asin\": \"B0DPW7J35Y\", \"price\": \"$122.49\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Winco Anti-Jamming Steam Pan, Full-Size x 4-Inch,Stainless Steel,Medium\", \"asin\": \"B001VZ8PTG\", \"price\": \"$21.65\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"E-far Stainless Steel Baking Pan with Lid, 12\\u2153 x 9\\u00be x 2 Inch Rectangle Sheet Cake Pans with Covers Bakeware for Cakes Brownies Casseroles, Non-toxic & Healthy, Heavy Duty & Dishwasher Safe - Set of 2\", \"asin\": \"B089NF1P8C\", \"price\": \"$23.74\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Ecolution Classic Stainless Steel Fry Pan, Professional Quality Saut\\u00e9, Encapsulated Base, Comfort Grip Riveted Handles, All Cooktop Safe, Oven Safe, Dishwasher Safe, 8-Inch\", \"asin\": \"B0CQ12VD44\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch)\", \"asin\": \"B086PHS2V8\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Cook N Home Kitchen Cookware Sets, 12-Piece Basic Stainless Steel Pots and Pans, Silver\", \"asin\": \"B007TIN0GW\", \"price\": \"$83.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Tramontina Tri-Ply Clad Stainless Steel 12-Piece Cookware Set with Lids, Pots and Pans Kitchen Set, Induction-Ready, Dishwasher-Safe, NSF-Certified, Made in Brazil\", \"asin\": \"B00JDL2GXG\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"Non Stick Frying Pans with lid, 12 inch Hybrid Frying Pans Nonstick,non stick Stainless Steel Skillets, Dishwasher and Oven-Safe Chef Pan, Induction Compatible Cooking Pan, PFOA Free Cookware\", \"asin\": \"B0F271B1YC\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"KitchenAid Stainless Steel Frying Pan/Skillet, 12 Inch, Brushed Stainless Steel\", \"asin\": \"B09H8J5M52\", \"price\": \"$34.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 2 left in stock (more on the way).\"},\n{\"title\": \"Cuisinart 725-30D Chef's Classic Stainless 12-Inch Everyday Pan with Dome Cover, Silver\", \"asin\": \"B000E57BB2\", \"price\": \"$33.81\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece 18/8 Stainless Steel Induction Safe Pots and Pans Non-Toxic Triply Bottom Kitchen Cookware Set\", \"asin\": \"B0B2ZH4VZ1\", \"price\": \"$189.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart Professional Stainless Skillet with Helper, 12-Inch\", \"asin\": \"B00NAU9058\", \"price\": \"$56.21\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart 1 Quart Saucepan w/Cover, Chef's Classic Stainless Steel Cookware Collection, 719-14\", \"asin\": \"B00213JLY0\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Calphalon\\u00ae Premier\\u2122 Stainless Steel 5-Quart. Saute Pan\", \"asin\": \"B07MM3RWMN\", \"price\": \"$80.99\", \"delivery\": \"FREE delivery Apr 26 - May 3 for Prime members\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T06:34:50.655Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-13T06:34:50.655Z
input
stainless steel pan
rule
train
2,774
2025-04-13T06:34:50.655Z
input
stainless steel pan
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:01:43.860Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:28.291Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:02:54.239Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:54.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:58.571Z", "action": "input", "action_argument": "bag"} {"timestamp": "2025-04-12T04:03:00.956Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:03:23.008Z", "action": "input", "action_argument": "hefty ultra strong 13 gallon trash bags"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-13T06:34:29.262Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:43.386Z", "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": "stainless steel pans"}], "promotion_items": [{"title": "Made In Cookware - 3.5 Quart Stainless Steel Saute Pan - 5 Ply Stainless Clad - Professional Cookware - Induction Compatible - Crafted in Italy Stainless Steel", "asin": "B09R3CSHFD", "price": "$168.99", "quantity": ""}, {"title": "Made In Cookware - 2 Quart Stainless Steel Saucepan with Lid - 5 Ply Stainless Clad Sauce Pan - Professional Cookware - Crafted in Italy - Induction Compatible ", "asin": "B0B29LF8LB", "price": "$149.00", "quantity": ""}, {"title": "HexClad Hybrid Nonstick 3-Quart Saucepan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\u00b0F, Induction-Ready, Compatible with All Cooktops ", "asin": "B0BKHB211C", "price": "$149.00", "quantity": ""}, {"title": "Misen 5-Ply Stainless Steel Cookware Set - Versatile, Dishwasher Safe - 5-Piece Set - 10\" Skillet, 3 QT Saute Pan + Lid, 3 QT Saucier + Lid ", "asin": "B09DRGJRBV", "price": "$354.00", "quantity": ""}, {"title": "Misen 5-Ply Stainless Steel 10\" & 12\" Frying Pan Set - Professional Cookware for Induction, Gas and Electric - Dishwasher Safe, Oven Safe to 800\u00b0F - Durable, Versatile, Even Heating ", "asin": "B08WR7FKGS", "price": "$160.00", "quantity": ""}, {"title": "Made In Cookware - 3.5 QT CeramiClad Non Stick Saute Pan with Lid - 5-Ply Stainless Clad with Stay-Cool Handle - Professional Cookware - Crafted in Italy - Induction Compatible Stainless and Aluminum", "asin": "B0DK44WMH7", "price": "$192.00", "quantity": ""}, {"title": "DELARLO Tri-Ply Stainless Steel Pan with Lid 12inch\u4e28Compatible with All Cooktops Up to 600\u2109\u4e28Stainless Steel Skillet 12 inch\u4e28Heavy Duty\u4e28Frying Pan with Lid\u4e2818/10 Large Cooking Surface\u4e28Omelette Pan Stainless Steel", "asin": "B0C65C16YB", "price": "$36.99", "quantity": ""}, {"title": "SENSARTE Nonstick Skillet, Deep Frying Pan 10/11/12-inch, Saute Pan with Lid, Stay-cool Handle, Healthy Stone Cookware Cooking Pan, Induction Compatible, PFOA Free (10-Inch/3.5QT) ", "asin": "B08RMNG3HD", "price": "$29.99", "quantity": ""}, {"title": "Stainless Steel Crepe Pan - 12 Inch Nonstick Crepe Pan, Stainless Steel Honeycomb Coating Pancake Pan, Non Stick Flat Skillet Tawa Dosa Tortilla Griddle Pan, Induction Compatible, PFOA Free Stainless Steel", "asin": "B0CYC7Y7M9", "price": "$46.99", "quantity": ""}, {"title": "Non Stick Frying Pans with lid, 12 inch Hybrid Frying Pans Nonstick,non stick Stainless Steel Skillets, Dishwasher and Oven-Safe Chef Pan, Induction Compatible Cooking Pan, PFOA Free Cookware Stainless Steel", "asin": "B0F271B1YC", "price": "$59.99", "quantity": ""}, {"title": "Stainless Steel Frying Pan Set with Lid 8.6inch and 12inch Titanium Ceramic Nonstick Frying Pan Kitchen Cookware Set Skillet with Stay-Cool Handle Non Toxic PFOA Free Suitable for All Stove ", "asin": "B0DKDT1VNT", "price": "$80.99", "quantity": ""}, {"title": "SENSARTE Nonstick Crepe Pan, Swiss Granite Coating Dosa Pan Pancake Flat Skillet Tawa Griddle 12-Inch with Stay-Cool Handle, Induction Compatible, PFOA Free Crepe,Wood", "asin": "B0BJZCNYKG", "price": "$29.99", "quantity": ""}], "ads": [{"title": "Caraway Stainless Steel Cookware Set (4 Piece) - 5-Ply Stainless Steel Pots & Pans - Includes Fry Pan, Sauce Pan, Saut\u00e9 Pan, Dutch Oven, & Storage - Non Toxic, PTFE & PFOA Free", "asin": "B0CPJSPTS2"}, {"title": "Caraway Stainless Steel Mini Duo - 5-Ply Stainless Steel Fry Pan (8 In) & Stainless Steel Sauce Pan (1.75 Qt) - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free", "asin": "B0CPJRPZ1K"}, {"title": "Caraway Stainless Steel Saut\u00e9 Pan (4.5 Qt) - 5-Ply Stainless Steel - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free", "asin": "B0CPJSHQWV"}], "search_results": [{"title": "Amazon Basics Stainless Steel Induction-Ready 11-Piece Cookware Set, Pots and Pans, Oven, Dishwasher Safe, Easy to Clean, Heavy Duty, Silver", "asin": "B07Y3LHX7Q", "price": "$143.99", "delivery": " Two-DayFREE delivery Mon, Apr 14 "}, {"title": "12 inch Tri-Ply Stainless Steel Pan,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops", "asin": "B0F3JPZ6WV", "price": "$29.99", "delivery": " Two-DayFREE delivery Mon, Apr 14 "}, {"title": "Tri-Ply Fully Bonded Stainless Steel 12Inch Frying Pan With Lid, Up to 600\u2109 Full Clad, Large Cooking Surface for Searing, Induction Ready, Dishwasher and Oven Safe", "asin": "B0CJY31QY2", "price": "$33.00", "delivery": " Two-DayFREE delivery Mon, Apr 14 "}, {"title": "Made In Cookware - 8-Inch Stainless Steel Frying Pan - 5 Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible", "asin": "B09HR771DL", "price": "$119.00", "delivery": "FREE delivery Apr 17 - 18 "}, {"title": "12 inch Tri-Ply Stainless Steel Frying Pan with LID,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops", "asin": "B0DZJ3MN6K", "price": "$45.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 13 "}, {"title": "T-fal Essentials Stainless Steel Fry Pan Set 2 Piece, 8\" and 10.5\", Induction Compatible Oven Safe 350F, Pots and Pans Set, Cooking Skillets, Cookware, Kitchen Frying Pans, Dishwasher Safe Silver/Blue", "asin": "B0DDR3Q493", "price": "$28.16", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Calphalon Classic\u2122 Stainless Steel 10-Piece Cookware Set", "asin": "B00HQWONBW", "price": "$132.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Cuisinart 11-Piece Cookware Set, Chef's Classic Stainless Steel Collection 77-11G", "asin": "B005H05SXM", "price": "$153.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Cuisinart 722-20 8-Inch Chef's-Classic-Stainless-Cookware-Collection, 8\", Open Skillet", "asin": "B00008CM6A", "price": "$19.95", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "12 Inch Tri-Ply Stainless Steel Frying Pan, Skillet, Induction Cooking Pan, Dishwasher and Oven Safe, Fast & Even Heat, Heavy Duty and Detachable Handle", "asin": "B0DQ8L5MJ1", "price": "$27.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "DELARLO Whole Body Tri-Ply Stainless Steel Frying Pan set, 8\u201d/10\u201d/12\u201d Cooking pans, Kitchen Cookware Set, Fast Heating Chef's pan with Ergonomic Handles, Suitable for All Stove", "asin": "B09PBBP8QM", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Amazon Basics 3-Piece Stainless Steel Aluminum-Clad Fry Pan Set with 8\", 9 1/2\", and 12\" (Previously AmazonCommercial brand)", "asin": "B08352LJMY", "price": "$71.60", "delivery": " FREE delivery Tue, Apr 15 "}, {"title": "Winco AFP-10S Commercial-Grade Aluminium Fry Pan/Skillet, 10\", Silver", "asin": "B0C6WMC42X", "price": "$25.02", "delivery": " Two-DayFREE delivery Mon, Apr 14 "}, {"title": "Non Stick Frying Pans,Hybrid 12 inch Frying Pans Nonstick,PFOA Free Cookware,non stick Stainless Steel Skillets,Dishwasher and Oven Safe, Works on Induction,Ceramic and Gas Cooktops", "asin": "B0DZWZM86H", "price": "$39.99", "delivery": " Two-DayFREE delivery Mon, Apr 14 "}, {"title": "8-10-11.5inch Frying Pan Set Tri-Ply Stainless Steel Skillet Set,No Coatings Frying Pan with Stay-cool Handle for Cooking,Pots and Pans Set,Dishwasher and Oven Safe", "asin": "B0DS9G9QFF", "price": "$89.99", "delivery": "FREE delivery Apr 19 - 22 for Prime members"}, {"title": "Amazon Basics 2-Piece Oven Safe, Riveted Handle Stainless Steel Induction Frying Pan Set - Silver, 8-inch & 10-inch", "asin": "B07Y3KHWKQ", "price": "$42.99", "delivery": "FREE delivery Tue, Apr 15"}, {"title": "LOLYKITCH 8-10-12 Inch Tri-Ply Stainless Steel Frying Pan Set of 3,Chef's Pans,Skillets,Induction Cookware,Pots and Pans Set,Dishwasher and Oven Safe.", "asin": "B096RMWVRZ", "price": "$89.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Tri-Ply Stainless Steel Frying Pan 3QT, 10 Inch Deep Frying Pan with lids, Skillet, Induction Cooking Pan, Dishwasher and Oven Safe, Fast & Even Heat, Heavy Duty and Detachable Handle", "asin": "B0DQ8G3TTD", "price": "$29.49", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Cuisinart 7-Piece Cookware Set, Chef's Classic Stainless Steel Collection, 77-7P1", "asin": "B00008CM67", "price": "$94.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "E-far Lasagna Pan Set of 2, Deep Stainless Steel Baking Pans, 12.75 x10 x3.2 Inches Rectangular Metal Roasting Baking Dish Bakeware for Oven, Non-Toxic & Heavy Duty, Dishwasher Safe", "asin": "B082VW2X1N", "price": "$27.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 13 "}, {"title": "Wok, 13 Inch Hybrid Woks & Stir-fry Pans Nonstick, Non Toxic Stainless Steel Wok Pan with Lid, Dishwasher Induction Oven Broiler Safe, PFOA Free Cookware Non Stick", "asin": "B0DQXRS7RQ", "price": "$69.99", "delivery": " Two-DayFREE delivery Mon, Apr 14 "}, {"title": "P&P CHEF Tri-Ply Stockpot and Saucepan, Stainless Steel Sauce Pan with Lid, Cooking Induction Pot, Kitchen Cookware for All Stoves, Non-Toxic, Durable & Dishwasher Safe, 3 Quart, 1 Piece", "asin": "B0C5GFNLXQ", "price": "$21.99", "delivery": " Two-DayFREE delivery Mon, Apr 14 "}, {"title": "Winco Commercial-Grade Stainless Steel Fry Pan, Natural Finish, 8\"", "asin": "B001ASB16I", "price": "$18.78", "delivery": " One-DayFREE delivery Tomorrow, Apr 13 "}, {"title": "LOLYKITCH 8.5-10 Inch Tri-ply Stainless Steel Frying Pans Set with Lid,Skillets,Induction Chef's Cooking Pan,Pots and Pans Set,Dishwasher and Oven Safe,10 Inch Pan with Lid.", "asin": "B0CNN4VF98", "price": "$55.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Suteck Stainless Steel Fry Pan Set - 8 & 10 Inch Stainless Steel Frying Pans, Tri-Ply Induction Compatible Skillet Set, Oven Safe to 500\u00b0F, Dishwasher Safe, Even Heat Distribution", "asin": "B07TDQY4Y8", "price": "$40.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "DELARLO Tri-Ply Stainless Steel Pan, 12 inch Frying Pan with Lid, Compatible with All Cooktops Up to 600\u2109, Fast & Even Heat, Skillet, Induction Cookware, Cooking Pan, Stir Fry Pan, Dishwasher Safe Pan", "asin": "B0BNKHN6L2", "price": "$45.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "12 inch Tri-Ply Stainless Steel Frying Pan with LID,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops", "asin": "B0DZPHCXHR", "price": "$37.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "SENSARTE Nonstick Skillet, Deep Frying Pan 10/11/12-inch, Saute Pan with Lid, Stay-cool Handle, Healthy Stone Cookware Cooking Pan, Induction Compatible, PFOA Free (10-Inch/3.5QT)", "asin": "B08RMNG3HD", "price": "$29.99", "delivery": " FREE delivery Wed, Apr 16 "}, {"title": "Tramontina Seattle Tri-Ply Clad Stainless Steel 12-Inch Large Frying Pan, Induction-Ready Skillet, Dishwasher-Safe, NSF-Certified, Made in Brazil", "asin": "B00JAP44MQ", "price": "$34.99", "delivery": "FREE delivery Sat, Apr 19 for Prime members"}, {"title": "12 inch Tri-Ply Stainless Steel Pan,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops", "asin": "B0DC68KKYY", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "CAROTE 14pcs Pots and Pans Set, Stainless Steel Cookware Set Detachable Handle, Induction Kitchen Cookware Sets with Removable Handle, RV Cookware Set, Oven Safe, Camping Cookware, Black", "asin": "B0DGT9BP7W", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "All-Clad D3 Stainless Steel Frying Pan with Lid, Tri-Ply Bonded, 12-Inch, Silver", "asin": "B00FUF5K8W", "price": "$129.95", "delivery": "FREE delivery Tue, Apr 15"}, {"title": "Cuisinart 1.5 Quart Saucepan w/Cover, Chef's Classic Stainless Steel Cookware Collection, 719-16", "asin": "B00008CM69", "price": "$17.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Cuisinart Professional Stainless Skillet, 8-Inch", "asin": "B00NAU8VTO", "price": "$22.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "CAROTE 7 Pcs Stainless Steel Cookware Set, 3-ply Base Induction Available Stainless Steel Pots and Pans Set, Tempered Glass Lids, Induction Kitchen Cookware Sets, Stay-Cool Handles", "asin": "B0DLWP2FJP", "price": "$59.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Cuisinart Contour Stainless 8-Inch Open Skillet", "asin": "B003CT33ZU", "price": "$19.95", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Cuisinart 12 Inch Skillet with Glass Cover, Chef's Classic Collection, 722-30G", "asin": "B0078P9D8U", "price": "$44.95", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Tri-Ply Stainless Steel Frying Pan Set, 8 Inch and 10Inch, Skillet set, Durable, Cooking Pan 8\" 10\", Induction Ready Egg Pan, Compatible with All Cooktops Up to 600\u2109", "asin": "B0CJY98DQY", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Wildone Baking Sheet Set of 3, Stainless Steel Cookie Sheet Baking Sheet Pan, 9/12/16 Inch, Non Toxic & Heavy Duty & Easy Clean", "asin": "B07NNQWMCW", "price": "$28.89", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Cuisinart 17-Piece Cookware Set, Chef's Classic Steel Collection 77-17N", "asin": "B01LHG4EES", "price": "$224.96", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "T-Fal Pro Tri-Ply Stainless Steel Fry Pan 12 Inch, Induction Compatible, Oven Safe 500F, Fast & Even Heat, Professional Quality & Durability, Frying Pan, Skillet, Cookware, Dishwasher Safe, Silver", "asin": "B0DB42KNBC", "price": "$27.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "T-fal Stainless Steel Cookware Set 11 Piece, Induction, Oven Broiler Safe 500F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Dutch Oven, Steamer, Pots and Pans, Dishwasher Safe, Silver", "asin": "B0BX1N1SJT", "price": "$129.99", "delivery": "FREE delivery Wed, Apr 16 Only 5 left in stock (more on the way)."}, {"title": "6 Set Stainless Steel Hotel Pans 1/6 Size 4 Inch Deep With Lids, Anti-Jam Chafing Steam Table Pans, Catering Food Storage Metal Pan", "asin": "B0CQFXK42W", "price": "$51.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Farberware Classic Stainless Steel Frying Pan Set / Fry Pan Set / Stainless Steel Skillet Set - 8.25 Inch and 10 Inch, Silver", "asin": "B000LSYEGW", "price": "$39.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Amazon Basics Stainless Steel Induction-Ready 11-Piece Cookware Set, Pots and Pans, Oven, Dishwasher Safe, Easy to Clean, Heavy Duty, Silver", "asin": "B07Y3LHX7Q", "price": "$143.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Cuisinart Stainless Steel, 5.5 Quart Saut\u00e9 Pan w/ Cover, Helper Handle, Chef's Classic, 733-30H", "asin": "B00008CM6B", "price": "$59.95", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "LOLYKITCH 10 Inch Tri-ply Stainless Steel Frying Pan with Lid,Skillet,Induction Cooking Pan,Dishwasher and Oven Safe,Detachable Handle.", "asin": "B0C6JSR2QS", "price": "$36.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Stainless Steel pots and pans set, 6 Piece Nonstick Kitchen Induction Cookware Set,Works with Induction/Electric and Gas Cooktops, Nonstick, Dishwasher", "asin": "B0BHXSQWH9", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "3 Ply Stainless Steel 11-Piece Cookware Set with Lids, Pots and Pans Kitchen Set, Non-Toxic, Induction, Oven, Dishwasher Safe, Professional Chef Quality", "asin": "B0DPW7J35Y", "price": "$122.49", "delivery": "FREE delivery Tue, Apr 15"}, {"title": "Winco Anti-Jamming Steam Pan, Full-Size x 4-Inch,Stainless Steel,Medium", "asin": "B001VZ8PTG", "price": "$21.65", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "E-far Stainless Steel Baking Pan with Lid, 12\u2153 x 9\u00be x 2 Inch Rectangle Sheet Cake Pans with Covers Bakeware for Cakes Brownies Casseroles, Non-toxic & Healthy, Heavy Duty & Dishwasher Safe - Set of 2", "asin": "B089NF1P8C", "price": "$23.74", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Ecolution Classic Stainless Steel Fry Pan, Professional Quality Saut\u00e9, Encapsulated Base, Comfort Grip Riveted Handles, All Cooktop Safe, Oven Safe, Dishwasher Safe, 8-Inch", "asin": "B0CQ12VD44", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch)", "asin": "B086PHS2V8", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Cook N Home Kitchen Cookware Sets, 12-Piece Basic Stainless Steel Pots and Pans, Silver", "asin": "B007TIN0GW", "price": "$83.99", "delivery": "FREE delivery Tue, Apr 15"}, {"title": "Tramontina Tri-Ply Clad Stainless Steel 12-Piece Cookware Set with Lids, Pots and Pans Kitchen Set, Induction-Ready, Dishwasher-Safe, NSF-Certified, Made in Brazil", "asin": "B00JDL2GXG", "price": "$279.99", "delivery": "FREE delivery Sat, Apr 19 for Prime members"}, {"title": "Non Stick Frying Pans with lid, 12 inch Hybrid Frying Pans Nonstick,non stick Stainless Steel Skillets, Dishwasher and Oven-Safe Chef Pan, Induction Compatible Cooking Pan, PFOA Free Cookware", "asin": "B0F271B1YC", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "KitchenAid Stainless Steel Frying Pan/Skillet, 12 Inch, Brushed Stainless Steel", "asin": "B09H8J5M52", "price": "$34.00", "delivery": "FREE delivery Tue, Apr 15 Only 2 left in stock (more on the way)."}, {"title": "Cuisinart 725-30D Chef's Classic Stainless 12-Inch Everyday Pan with Dome Cover, Silver", "asin": "B000E57BB2", "price": "$33.81", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Martha Stewart Castelle 10 Piece 18/8 Stainless Steel Induction Safe Pots and Pans Non-Toxic Triply Bottom Kitchen Cookware Set", "asin": "B0B2ZH4VZ1", "price": "$189.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Cuisinart Professional Stainless Skillet with Helper, 12-Inch", "asin": "B00NAU9058", "price": "$56.21", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Cuisinart 1 Quart Saucepan w/Cover, Chef's Classic Stainless Steel Cookware Collection, 719-14", "asin": "B00213JLY0", "price": "$19.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Calphalon\u00ae Premier\u2122 Stainless Steel 5-Quart. Saute Pan", "asin": "B07MM3RWMN", "price": "$80.99", "delivery": "FREE delivery Apr 26 - May 3 for Prime members"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-13T06:34:50.655Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-13T06:34:50.655Z\",\"action\": \"input\",\"acion_argument\": \"stainless steel pan\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-13T06:34:50.655Z\",\"action\": \"input\",\"acion_argument\": \"stainless steel pan\",}</answer>", "index": 2774, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"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\": \"stainless steel pans\"}],\n\"promotion_items\": [{\"title\": \"Made In Cookware - 3.5 Quart Stainless Steel Saute Pan - 5 Ply Stainless Clad - Professional Cookware - Induction Compatible - Crafted in Italy Stainless Steel\", \"asin\": \"B09R3CSHFD\", \"price\": \"$168.99\", \"quantity\": \"\"},\n{\"title\": \"Made In Cookware - 2 Quart Stainless Steel Saucepan with Lid - 5 Ply Stainless Clad Sauce Pan - Professional Cookware - Crafted in Italy - Induction Compatible \", \"asin\": \"B0B29LF8LB\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"HexClad Hybrid Nonstick 3-Quart Saucepan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops \", \"asin\": \"B0BKHB211C\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Misen 5-Ply Stainless Steel Cookware Set - Versatile, Dishwasher Safe - 5-Piece Set - 10\\\" Skillet, 3 QT Saute Pan + Lid, 3 QT Saucier + Lid \", \"asin\": \"B09DRGJRBV\", \"price\": \"$354.00\", \"quantity\": \"\"},\n{\"title\": \"Misen 5-Ply Stainless Steel 10\\\" & 12\\\" Frying Pan Set - Professional Cookware for Induction, Gas and Electric - Dishwasher Safe, Oven Safe to 800\\u00b0F - Durable, Versatile, Even Heating \", \"asin\": \"B08WR7FKGS\", \"price\": \"$160.00\", \"quantity\": \"\"},\n{\"title\": \"Made In Cookware - 3.5 QT CeramiClad Non Stick Saute Pan with Lid - 5-Ply Stainless Clad with Stay-Cool Handle - Professional Cookware - Crafted in Italy - Induction Compatible Stainless and Aluminum\", \"asin\": \"B0DK44WMH7\", \"price\": \"$192.00\", \"quantity\": \"\"},\n{\"title\": \"DELARLO Tri-Ply Stainless Steel Pan with Lid 12inch\\u4e28Compatible with All Cooktops Up to 600\\u2109\\u4e28Stainless Steel Skillet 12 inch\\u4e28Heavy Duty\\u4e28Frying Pan with Lid\\u4e2818/10 Large Cooking Surface\\u4e28Omelette Pan Stainless Steel\", \"asin\": \"B0C65C16YB\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Skillet, Deep Frying Pan 10/11/12-inch, Saute Pan with Lid, Stay-cool Handle, Healthy Stone Cookware Cooking Pan, Induction Compatible, PFOA Free (10-Inch/3.5QT) \", \"asin\": \"B08RMNG3HD\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Stainless Steel Crepe Pan - 12 Inch Nonstick Crepe Pan, Stainless Steel Honeycomb Coating Pancake Pan, Non Stick Flat Skillet Tawa Dosa Tortilla Griddle Pan, Induction Compatible, PFOA Free Stainless Steel\", \"asin\": \"B0CYC7Y7M9\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Non Stick Frying Pans with lid, 12 inch Hybrid Frying Pans Nonstick,non stick Stainless Steel Skillets, Dishwasher and Oven-Safe Chef Pan, Induction Compatible Cooking Pan, PFOA Free Cookware Stainless Steel\", \"asin\": \"B0F271B1YC\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Stainless Steel Frying Pan Set with Lid 8.6inch and 12inch Titanium Ceramic Nonstick Frying Pan Kitchen Cookware Set Skillet with Stay-Cool Handle Non Toxic PFOA Free Suitable for All Stove \", \"asin\": \"B0DKDT1VNT\", \"price\": \"$80.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Crepe Pan, Swiss Granite Coating Dosa Pan Pancake Flat Skillet Tawa Griddle 12-Inch with Stay-Cool Handle, Induction Compatible, PFOA Free Crepe,Wood\", \"asin\": \"B0BJZCNYKG\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Caraway Stainless Steel Cookware Set (4 Piece) - 5-Ply Stainless Steel Pots & Pans - Includes Fry Pan, Sauce Pan, Saut\\u00e9 Pan, Dutch Oven, & Storage - Non Toxic, PTFE & PFOA Free\", \"asin\": \"B0CPJSPTS2\"},\n{\"title\": \"Caraway Stainless Steel Mini Duo - 5-Ply Stainless Steel Fry Pan (8 In) & Stainless Steel Sauce Pan (1.75 Qt) - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free\", \"asin\": \"B0CPJRPZ1K\"},\n{\"title\": \"Caraway Stainless Steel Saut\\u00e9 Pan (4.5 Qt) - 5-Ply Stainless Steel - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free\", \"asin\": \"B0CPJSHQWV\"}],\n\"search_results\": [{\"title\": \"Amazon Basics Stainless Steel Induction-Ready 11-Piece Cookware Set, Pots and Pans, Oven, Dishwasher Safe, Easy to Clean, Heavy Duty, Silver\", \"asin\": \"B07Y3LHX7Q\", \"price\": \"$143.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"12 inch Tri-Ply Stainless Steel Pan,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0F3JPZ6WV\", \"price\": \"$29.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Tri-Ply Fully Bonded Stainless Steel 12Inch Frying Pan With Lid, Up to 600\\u2109 Full Clad, Large Cooking Surface for Searing, Induction Ready, Dishwasher and Oven Safe\", \"asin\": \"B0CJY31QY2\", \"price\": \"$33.00\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Made In Cookware - 8-Inch Stainless Steel Frying Pan - 5 Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible\", \"asin\": \"B09HR771DL\", \"price\": \"$119.00\", \"delivery\": \"FREE delivery Apr 17 - 18 \"},\n{\"title\": \"12 inch Tri-Ply Stainless Steel Frying Pan with LID,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0DZJ3MN6K\", \"price\": \"$45.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 13 \"},\n{\"title\": \"T-fal Essentials Stainless Steel Fry Pan Set 2 Piece, 8\\\" and 10.5\\\", Induction Compatible Oven Safe 350F, Pots and Pans Set, Cooking Skillets, Cookware, Kitchen Frying Pans, Dishwasher Safe Silver/Blue\", \"asin\": \"B0DDR3Q493\", \"price\": \"$28.16\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Calphalon Classic\\u2122 Stainless Steel 10-Piece Cookware Set\", \"asin\": \"B00HQWONBW\", \"price\": \"$132.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart 11-Piece Cookware Set, Chef's Classic Stainless Steel Collection 77-11G\", \"asin\": \"B005H05SXM\", \"price\": \"$153.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart 722-20 8-Inch Chef's-Classic-Stainless-Cookware-Collection, 8\\\", Open Skillet\", \"asin\": \"B00008CM6A\", \"price\": \"$19.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"12 Inch Tri-Ply Stainless Steel Frying Pan, Skillet, Induction Cooking Pan, Dishwasher and Oven Safe, Fast & Even Heat, Heavy Duty and Detachable Handle\", \"asin\": \"B0DQ8L5MJ1\", \"price\": \"$27.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"DELARLO Whole Body Tri-Ply Stainless Steel Frying Pan set, 8\\u201d/10\\u201d/12\\u201d Cooking pans, Kitchen Cookware Set, Fast Heating Chef's pan with Ergonomic Handles, Suitable for All Stove\", \"asin\": \"B09PBBP8QM\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Amazon Basics 3-Piece Stainless Steel Aluminum-Clad Fry Pan Set with 8\\\", 9 1/2\\\", and 12\\\" (Previously AmazonCommercial brand)\", \"asin\": \"B08352LJMY\", \"price\": \"$71.60\", \"delivery\": \" FREE delivery Tue, Apr 15 \"},\n{\"title\": \"Winco AFP-10S Commercial-Grade Aluminium Fry Pan/Skillet, 10\\\", Silver\", \"asin\": \"B0C6WMC42X\", \"price\": \"$25.02\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Non Stick Frying Pans,Hybrid 12 inch Frying Pans Nonstick,PFOA Free Cookware,non stick Stainless Steel Skillets,Dishwasher and Oven Safe, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0DZWZM86H\", \"price\": \"$39.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"8-10-11.5inch Frying Pan Set Tri-Ply Stainless Steel Skillet Set,No Coatings Frying Pan with Stay-cool Handle for Cooking,Pots and Pans Set,Dishwasher and Oven Safe\", \"asin\": \"B0DS9G9QFF\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Apr 19 - 22 for Prime members\"},\n{\"title\": \"Amazon Basics 2-Piece Oven Safe, Riveted Handle Stainless Steel Induction Frying Pan Set - Silver, 8-inch & 10-inch\", \"asin\": \"B07Y3KHWKQ\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"LOLYKITCH 8-10-12 Inch Tri-Ply Stainless Steel Frying Pan Set of 3,Chef's Pans,Skillets,Induction Cookware,Pots and Pans Set,Dishwasher and Oven Safe.\", \"asin\": \"B096RMWVRZ\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Tri-Ply Stainless Steel Frying Pan 3QT, 10 Inch Deep Frying Pan with lids, Skillet, Induction Cooking Pan, Dishwasher and Oven Safe, Fast & Even Heat, Heavy Duty and Detachable Handle\", \"asin\": \"B0DQ8G3TTD\", \"price\": \"$29.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart 7-Piece Cookware Set, Chef's Classic Stainless Steel Collection, 77-7P1\", \"asin\": \"B00008CM67\", \"price\": \"$94.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"E-far Lasagna Pan Set of 2, Deep Stainless Steel Baking Pans, 12.75 x10 x3.2 Inches Rectangular Metal Roasting Baking Dish Bakeware for Oven, Non-Toxic & Heavy Duty, Dishwasher Safe\", \"asin\": \"B082VW2X1N\", \"price\": \"$27.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 13 \"},\n{\"title\": \"Wok, 13 Inch Hybrid Woks & Stir-fry Pans Nonstick, Non Toxic Stainless Steel Wok Pan with Lid, Dishwasher Induction Oven Broiler Safe, PFOA Free Cookware Non Stick\", \"asin\": \"B0DQXRS7RQ\", \"price\": \"$69.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"P&P CHEF Tri-Ply Stockpot and Saucepan, Stainless Steel Sauce Pan with Lid, Cooking Induction Pot, Kitchen Cookware for All Stoves, Non-Toxic, Durable & Dishwasher Safe, 3 Quart, 1 Piece\", \"asin\": \"B0C5GFNLXQ\", \"price\": \"$21.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Winco Commercial-Grade Stainless Steel Fry Pan, Natural Finish, 8\\\"\", \"asin\": \"B001ASB16I\", \"price\": \"$18.78\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 13 \"},\n{\"title\": \"LOLYKITCH 8.5-10 Inch Tri-ply Stainless Steel Frying Pans Set with Lid,Skillets,Induction Chef's Cooking Pan,Pots and Pans Set,Dishwasher and Oven Safe,10 Inch Pan with Lid.\", \"asin\": \"B0CNN4VF98\", \"price\": \"$55.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Suteck Stainless Steel Fry Pan Set - 8 & 10 Inch Stainless Steel Frying Pans, Tri-Ply Induction Compatible Skillet Set, Oven Safe to 500\\u00b0F, Dishwasher Safe, Even Heat Distribution\", \"asin\": \"B07TDQY4Y8\", \"price\": \"$40.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"DELARLO Tri-Ply Stainless Steel Pan, 12 inch Frying Pan with Lid, Compatible with All Cooktops Up to 600\\u2109, Fast & Even Heat, Skillet, Induction Cookware, Cooking Pan, Stir Fry Pan, Dishwasher Safe Pan\", \"asin\": \"B0BNKHN6L2\", \"price\": \"$45.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"12 inch Tri-Ply Stainless Steel Frying Pan with LID,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0DZPHCXHR\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"SENSARTE Nonstick Skillet, Deep Frying Pan 10/11/12-inch, Saute Pan with Lid, Stay-cool Handle, Healthy Stone Cookware Cooking Pan, Induction Compatible, PFOA Free (10-Inch/3.5QT)\", \"asin\": \"B08RMNG3HD\", \"price\": \"$29.99\", \"delivery\": \" FREE delivery Wed, Apr 16 \"},\n{\"title\": \"Tramontina Seattle Tri-Ply Clad Stainless Steel 12-Inch Large Frying Pan, Induction-Ready Skillet, Dishwasher-Safe, NSF-Certified, Made in Brazil\", \"asin\": \"B00JAP44MQ\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"12 inch Tri-Ply Stainless Steel Pan,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0DC68KKYY\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"CAROTE 14pcs Pots and Pans Set, Stainless Steel Cookware Set Detachable Handle, Induction Kitchen Cookware Sets with Removable Handle, RV Cookware Set, Oven Safe, Camping Cookware, Black\", \"asin\": \"B0DGT9BP7W\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"All-Clad D3 Stainless Steel Frying Pan with Lid, Tri-Ply Bonded, 12-Inch, Silver\", \"asin\": \"B00FUF5K8W\", \"price\": \"$129.95\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Cuisinart 1.5 Quart Saucepan w/Cover, Chef's Classic Stainless Steel Cookware Collection, 719-16\", \"asin\": \"B00008CM69\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Cuisinart Professional Stainless Skillet, 8-Inch\", \"asin\": \"B00NAU8VTO\", \"price\": \"$22.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"CAROTE 7 Pcs Stainless Steel Cookware Set, 3-ply Base Induction Available Stainless Steel Pots and Pans Set, Tempered Glass Lids, Induction Kitchen Cookware Sets, Stay-Cool Handles\", \"asin\": \"B0DLWP2FJP\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart Contour Stainless 8-Inch Open Skillet\", \"asin\": \"B003CT33ZU\", \"price\": \"$19.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart 12 Inch Skillet with Glass Cover, Chef's Classic Collection, 722-30G\", \"asin\": \"B0078P9D8U\", \"price\": \"$44.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Tri-Ply Stainless Steel Frying Pan Set, 8 Inch and 10Inch, Skillet set, Durable, Cooking Pan 8\\\" 10\\\", Induction Ready Egg Pan, Compatible with All Cooktops Up to 600\\u2109\", \"asin\": \"B0CJY98DQY\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wildone Baking Sheet Set of 3, Stainless Steel Cookie Sheet Baking Sheet Pan, 9/12/16 Inch, Non Toxic & Heavy Duty & Easy Clean\", \"asin\": \"B07NNQWMCW\", \"price\": \"$28.89\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart 17-Piece Cookware Set, Chef's Classic Steel Collection 77-17N\", \"asin\": \"B01LHG4EES\", \"price\": \"$224.96\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"T-Fal Pro Tri-Ply Stainless Steel Fry Pan 12 Inch, Induction Compatible, Oven Safe 500F, Fast & Even Heat, Professional Quality & Durability, Frying Pan, Skillet, Cookware, Dishwasher Safe, Silver\", \"asin\": \"B0DB42KNBC\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"T-fal Stainless Steel Cookware Set 11 Piece, Induction, Oven Broiler Safe 500F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Dutch Oven, Steamer, Pots and Pans, Dishwasher Safe, Silver\", \"asin\": \"B0BX1N1SJT\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 5 left in stock (more on the way).\"},\n{\"title\": \"6 Set Stainless Steel Hotel Pans 1/6 Size 4 Inch Deep With Lids, Anti-Jam Chafing Steam Table Pans, Catering Food Storage Metal Pan\", \"asin\": \"B0CQFXK42W\", \"price\": \"$51.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Farberware Classic Stainless Steel Frying Pan Set / Fry Pan Set / Stainless Steel Skillet Set - 8.25 Inch and 10 Inch, Silver\", \"asin\": \"B000LSYEGW\", \"price\": \"$39.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Amazon Basics Stainless Steel Induction-Ready 11-Piece Cookware Set, Pots and Pans, Oven, Dishwasher Safe, Easy to Clean, Heavy Duty, Silver\", \"asin\": \"B07Y3LHX7Q\", \"price\": \"$143.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart Stainless Steel, 5.5 Quart Saut\\u00e9 Pan w/ Cover, Helper Handle, Chef's Classic, 733-30H\", \"asin\": \"B00008CM6B\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"LOLYKITCH 10 Inch Tri-ply Stainless Steel Frying Pan with Lid,Skillet,Induction Cooking Pan,Dishwasher and Oven Safe,Detachable Handle.\", \"asin\": \"B0C6JSR2QS\", \"price\": \"$36.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Stainless Steel pots and pans set, 6 Piece Nonstick Kitchen Induction Cookware Set,Works with Induction/Electric and Gas Cooktops, Nonstick, Dishwasher\", \"asin\": \"B0BHXSQWH9\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"3 Ply Stainless Steel 11-Piece Cookware Set with Lids, Pots and Pans Kitchen Set, Non-Toxic, Induction, Oven, Dishwasher Safe, Professional Chef Quality\", \"asin\": \"B0DPW7J35Y\", \"price\": \"$122.49\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Winco Anti-Jamming Steam Pan, Full-Size x 4-Inch,Stainless Steel,Medium\", \"asin\": \"B001VZ8PTG\", \"price\": \"$21.65\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"E-far Stainless Steel Baking Pan with Lid, 12\\u2153 x 9\\u00be x 2 Inch Rectangle Sheet Cake Pans with Covers Bakeware for Cakes Brownies Casseroles, Non-toxic & Healthy, Heavy Duty & Dishwasher Safe - Set of 2\", \"asin\": \"B089NF1P8C\", \"price\": \"$23.74\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Ecolution Classic Stainless Steel Fry Pan, Professional Quality Saut\\u00e9, Encapsulated Base, Comfort Grip Riveted Handles, All Cooktop Safe, Oven Safe, Dishwasher Safe, 8-Inch\", \"asin\": \"B0CQ12VD44\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch)\", \"asin\": \"B086PHS2V8\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Cook N Home Kitchen Cookware Sets, 12-Piece Basic Stainless Steel Pots and Pans, Silver\", \"asin\": \"B007TIN0GW\", \"price\": \"$83.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Tramontina Tri-Ply Clad Stainless Steel 12-Piece Cookware Set with Lids, Pots and Pans Kitchen Set, Induction-Ready, Dishwasher-Safe, NSF-Certified, Made in Brazil\", \"asin\": \"B00JDL2GXG\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"Non Stick Frying Pans with lid, 12 inch Hybrid Frying Pans Nonstick,non stick Stainless Steel Skillets, Dishwasher and Oven-Safe Chef Pan, Induction Compatible Cooking Pan, PFOA Free Cookware\", \"asin\": \"B0F271B1YC\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"KitchenAid Stainless Steel Frying Pan/Skillet, 12 Inch, Brushed Stainless Steel\", \"asin\": \"B09H8J5M52\", \"price\": \"$34.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 2 left in stock (more on the way).\"},\n{\"title\": \"Cuisinart 725-30D Chef's Classic Stainless 12-Inch Everyday Pan with Dome Cover, Silver\", \"asin\": \"B000E57BB2\", \"price\": \"$33.81\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece 18/8 Stainless Steel Induction Safe Pots and Pans Non-Toxic Triply Bottom Kitchen Cookware Set\", \"asin\": \"B0B2ZH4VZ1\", \"price\": \"$189.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart Professional Stainless Skillet with Helper, 12-Inch\", \"asin\": \"B00NAU9058\", \"price\": \"$56.21\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart 1 Quart Saucepan w/Cover, Chef's Classic Stainless Steel Cookware Collection, 719-14\", \"asin\": \"B00213JLY0\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Calphalon\\u00ae Premier\\u2122 Stainless Steel 5-Quart. Saute Pan\", \"asin\": \"B07MM3RWMN\", \"price\": \"$80.99\", \"delivery\": \"FREE delivery Apr 26 - May 3 for Prime members\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T06:34:50.655Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"stainless steel pan\"}],\n\"promotion_items\": [{\"title\": \"Made In Cookware - 3.5 Quart Stainless Steel Saute Pan - 5 Ply Stainless Clad - Professional Cookware - Induction Compatible - Crafted in Italy Stainless Steel\", \"asin\": \"B09R3CSHFD\", \"price\": \"$168.99\", \"quantity\": \"\"},\n{\"title\": \"Made In Cookware - 2 Quart Stainless Steel Saucepan with Lid - 5 Ply Stainless Clad Sauce Pan - Professional Cookware - Crafted in Italy - Induction Compatible \", \"asin\": \"B0B29LF8LB\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"HexClad Hybrid Nonstick 3-Quart Saucepan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops \", \"asin\": \"B0BKHB211C\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Misen 5-Ply Stainless Steel Cookware Set - Versatile, Dishwasher Safe - 5-Piece Set - 10\\\" Skillet, 3 QT Saute Pan + Lid, 3 QT Saucier + Lid \", \"asin\": \"B09DRGJRBV\", \"price\": \"$354.00\", \"quantity\": \"\"},\n{\"title\": \"Misen 5-Ply Stainless Steel 10\\\" & 12\\\" Frying Pan Set - Professional Cookware for Induction, Gas and Electric - Dishwasher Safe, Oven Safe to 800\\u00b0F - Durable, Versatile, Even Heating \", \"asin\": \"B08WR7FKGS\", \"price\": \"$160.00\", \"quantity\": \"\"},\n{\"title\": \"Made In Cookware - 3.5 QT CeramiClad Non Stick Saute Pan with Lid - 5-Ply Stainless Clad with Stay-Cool Handle - Professional Cookware - Crafted in Italy - Induction Compatible Stainless and Aluminum\", \"asin\": \"B0DK44WMH7\", \"price\": \"$192.00\", \"quantity\": \"\"},\n{\"title\": \"DELARLO Tri-Ply Stainless Steel Pan with Lid 12inch\\u4e28Compatible with All Cooktops Up to 600\\u2109\\u4e28Stainless Steel Skillet 12 inch\\u4e28Heavy Duty\\u4e28Frying Pan with Lid\\u4e2818/10 Large Cooking Surface\\u4e28Omelette Pan Stainless Steel\", \"asin\": \"B0C65C16YB\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Skillet, Deep Frying Pan 10/11/12-inch, Saute Pan with Lid, Stay-cool Handle, Healthy Stone Cookware Cooking Pan, Induction Compatible, PFOA Free (10-Inch/3.5QT) \", \"asin\": \"B08RMNG3HD\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Stainless Steel Crepe Pan - 12 Inch Nonstick Crepe Pan, Stainless Steel Honeycomb Coating Pancake Pan, Non Stick Flat Skillet Tawa Dosa Tortilla Griddle Pan, Induction Compatible, PFOA Free Stainless Steel\", \"asin\": \"B0CYC7Y7M9\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Non Stick Frying Pans with lid, 12 inch Hybrid Frying Pans Nonstick,non stick Stainless Steel Skillets, Dishwasher and Oven-Safe Chef Pan, Induction Compatible Cooking Pan, PFOA Free Cookware Stainless Steel\", \"asin\": \"B0F271B1YC\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Stainless Steel Frying Pan Set with Lid 8.6inch and 12inch Titanium Ceramic Nonstick Frying Pan Kitchen Cookware Set Skillet with Stay-Cool Handle Non Toxic PFOA Free Suitable for All Stove \", \"asin\": \"B0DKDT1VNT\", \"price\": \"$80.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Crepe Pan, Swiss Granite Coating Dosa Pan Pancake Flat Skillet Tawa Griddle 12-Inch with Stay-Cool Handle, Induction Compatible, PFOA Free Crepe,Wood\", \"asin\": \"B0BJZCNYKG\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Caraway Stainless Steel Cookware Set (4 Piece) - 5-Ply Stainless Steel Pots & Pans - Includes Fry Pan, Sauce Pan, Saut\\u00e9 Pan, Dutch Oven, & Storage - Non Toxic, PTFE & PFOA Free\", \"asin\": \"B0CPJSPTS2\"},\n{\"title\": \"Caraway Stainless Steel Mini Duo - 5-Ply Stainless Steel Fry Pan (8 In) & Stainless Steel Sauce Pan (1.75 Qt) - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free\", \"asin\": \"B0CPJRPZ1K\"},\n{\"title\": \"Caraway Stainless Steel Saut\\u00e9 Pan (4.5 Qt) - 5-Ply Stainless Steel - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free\", \"asin\": \"B0CPJSHQWV\"}],\n\"search_results\": [{\"title\": \"Amazon Basics Stainless Steel Induction-Ready 11-Piece Cookware Set, Pots and Pans, Oven, Dishwasher Safe, Easy to Clean, Heavy Duty, Silver\", \"asin\": \"B07Y3LHX7Q\", \"price\": \"$143.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"12 inch Tri-Ply Stainless Steel Pan,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0F3JPZ6WV\", \"price\": \"$29.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Tri-Ply Fully Bonded Stainless Steel 12Inch Frying Pan With Lid, Up to 600\\u2109 Full Clad, Large Cooking Surface for Searing, Induction Ready, Dishwasher and Oven Safe\", \"asin\": \"B0CJY31QY2\", \"price\": \"$33.00\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Made In Cookware - 8-Inch Stainless Steel Frying Pan - 5 Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible\", \"asin\": \"B09HR771DL\", \"price\": \"$119.00\", \"delivery\": \"FREE delivery Apr 17 - 18 \"},\n{\"title\": \"12 inch Tri-Ply Stainless Steel Frying Pan with LID,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0DZJ3MN6K\", \"price\": \"$45.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 13 \"},\n{\"title\": \"T-fal Essentials Stainless Steel Fry Pan Set 2 Piece, 8\\\" and 10.5\\\", Induction Compatible Oven Safe 350F, Pots and Pans Set, Cooking Skillets, Cookware, Kitchen Frying Pans, Dishwasher Safe Silver/Blue\", \"asin\": \"B0DDR3Q493\", \"price\": \"$28.16\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Calphalon Classic\\u2122 Stainless Steel 10-Piece Cookware Set\", \"asin\": \"B00HQWONBW\", \"price\": \"$132.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart 11-Piece Cookware Set, Chef's Classic Stainless Steel Collection 77-11G\", \"asin\": \"B005H05SXM\", \"price\": \"$153.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart 722-20 8-Inch Chef's-Classic-Stainless-Cookware-Collection, 8\\\", Open Skillet\", \"asin\": \"B00008CM6A\", \"price\": \"$19.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"12 Inch Tri-Ply Stainless Steel Frying Pan, Skillet, Induction Cooking Pan, Dishwasher and Oven Safe, Fast & Even Heat, Heavy Duty and Detachable Handle\", \"asin\": \"B0DQ8L5MJ1\", \"price\": \"$27.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"DELARLO Whole Body Tri-Ply Stainless Steel Frying Pan set, 8\\u201d/10\\u201d/12\\u201d Cooking pans, Kitchen Cookware Set, Fast Heating Chef's pan with Ergonomic Handles, Suitable for All Stove\", \"asin\": \"B09PBBP8QM\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Amazon Basics 3-Piece Stainless Steel Aluminum-Clad Fry Pan Set with 8\\\", 9 1/2\\\", and 12\\\" (Previously AmazonCommercial brand)\", \"asin\": \"B08352LJMY\", \"price\": \"$71.60\", \"delivery\": \" FREE delivery Tue, Apr 15 \"},\n{\"title\": \"Winco AFP-10S Commercial-Grade Aluminium Fry Pan/Skillet, 10\\\", Silver\", \"asin\": \"B0C6WMC42X\", \"price\": \"$25.02\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Non Stick Frying Pans,Hybrid 12 inch Frying Pans Nonstick,PFOA Free Cookware,non stick Stainless Steel Skillets,Dishwasher and Oven Safe, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0DZWZM86H\", \"price\": \"$39.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"8-10-11.5inch Frying Pan Set Tri-Ply Stainless Steel Skillet Set,No Coatings Frying Pan with Stay-cool Handle for Cooking,Pots and Pans Set,Dishwasher and Oven Safe\", \"asin\": \"B0DS9G9QFF\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Apr 19 - 22 for Prime members\"},\n{\"title\": \"Amazon Basics 2-Piece Oven Safe, Riveted Handle Stainless Steel Induction Frying Pan Set - Silver, 8-inch & 10-inch\", \"asin\": \"B07Y3KHWKQ\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"LOLYKITCH 8-10-12 Inch Tri-Ply Stainless Steel Frying Pan Set of 3,Chef's Pans,Skillets,Induction Cookware,Pots and Pans Set,Dishwasher and Oven Safe.\", \"asin\": \"B096RMWVRZ\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Tri-Ply Stainless Steel Frying Pan 3QT, 10 Inch Deep Frying Pan with lids, Skillet, Induction Cooking Pan, Dishwasher and Oven Safe, Fast & Even Heat, Heavy Duty and Detachable Handle\", \"asin\": \"B0DQ8G3TTD\", \"price\": \"$29.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart 7-Piece Cookware Set, Chef's Classic Stainless Steel Collection, 77-7P1\", \"asin\": \"B00008CM67\", \"price\": \"$94.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"E-far Lasagna Pan Set of 2, Deep Stainless Steel Baking Pans, 12.75 x10 x3.2 Inches Rectangular Metal Roasting Baking Dish Bakeware for Oven, Non-Toxic & Heavy Duty, Dishwasher Safe\", \"asin\": \"B082VW2X1N\", \"price\": \"$27.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 13 \"},\n{\"title\": \"Wok, 13 Inch Hybrid Woks & Stir-fry Pans Nonstick, Non Toxic Stainless Steel Wok Pan with Lid, Dishwasher Induction Oven Broiler Safe, PFOA Free Cookware Non Stick\", \"asin\": \"B0DQXRS7RQ\", \"price\": \"$69.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"P&P CHEF Tri-Ply Stockpot and Saucepan, Stainless Steel Sauce Pan with Lid, Cooking Induction Pot, Kitchen Cookware for All Stoves, Non-Toxic, Durable & Dishwasher Safe, 3 Quart, 1 Piece\", \"asin\": \"B0C5GFNLXQ\", \"price\": \"$21.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Winco Commercial-Grade Stainless Steel Fry Pan, Natural Finish, 8\\\"\", \"asin\": \"B001ASB16I\", \"price\": \"$18.78\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 13 \"},\n{\"title\": \"LOLYKITCH 8.5-10 Inch Tri-ply Stainless Steel Frying Pans Set with Lid,Skillets,Induction Chef's Cooking Pan,Pots and Pans Set,Dishwasher and Oven Safe,10 Inch Pan with Lid.\", \"asin\": \"B0CNN4VF98\", \"price\": \"$55.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Suteck Stainless Steel Fry Pan Set - 8 & 10 Inch Stainless Steel Frying Pans, Tri-Ply Induction Compatible Skillet Set, Oven Safe to 500\\u00b0F, Dishwasher Safe, Even Heat Distribution\", \"asin\": \"B07TDQY4Y8\", \"price\": \"$40.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"DELARLO Tri-Ply Stainless Steel Pan, 12 inch Frying Pan with Lid, Compatible with All Cooktops Up to 600\\u2109, Fast & Even Heat, Skillet, Induction Cookware, Cooking Pan, Stir Fry Pan, Dishwasher Safe Pan\", \"asin\": \"B0BNKHN6L2\", \"price\": \"$45.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"12 inch Tri-Ply Stainless Steel Frying Pan with LID,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0DZPHCXHR\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"SENSARTE Nonstick Skillet, Deep Frying Pan 10/11/12-inch, Saute Pan with Lid, Stay-cool Handle, Healthy Stone Cookware Cooking Pan, Induction Compatible, PFOA Free (10-Inch/3.5QT)\", \"asin\": \"B08RMNG3HD\", \"price\": \"$29.99\", \"delivery\": \" FREE delivery Wed, Apr 16 \"},\n{\"title\": \"Tramontina Seattle Tri-Ply Clad Stainless Steel 12-Inch Large Frying Pan, Induction-Ready Skillet, Dishwasher-Safe, NSF-Certified, Made in Brazil\", \"asin\": \"B00JAP44MQ\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"12 inch Tri-Ply Stainless Steel Pan,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0DC68KKYY\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"CAROTE 14pcs Pots and Pans Set, Stainless Steel Cookware Set Detachable Handle, Induction Kitchen Cookware Sets with Removable Handle, RV Cookware Set, Oven Safe, Camping Cookware, Black\", \"asin\": \"B0DGT9BP7W\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"All-Clad D3 Stainless Steel Frying Pan with Lid, Tri-Ply Bonded, 12-Inch, Silver\", \"asin\": \"B00FUF5K8W\", \"price\": \"$129.95\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Cuisinart 1.5 Quart Saucepan w/Cover, Chef's Classic Stainless Steel Cookware Collection, 719-16\", \"asin\": \"B00008CM69\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Cuisinart Professional Stainless Skillet, 8-Inch\", \"asin\": \"B00NAU8VTO\", \"price\": \"$22.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"CAROTE 7 Pcs Stainless Steel Cookware Set, 3-ply Base Induction Available Stainless Steel Pots and Pans Set, Tempered Glass Lids, Induction Kitchen Cookware Sets, Stay-Cool Handles\", \"asin\": \"B0DLWP2FJP\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart Contour Stainless 8-Inch Open Skillet\", \"asin\": \"B003CT33ZU\", \"price\": \"$19.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart 12 Inch Skillet with Glass Cover, Chef's Classic Collection, 722-30G\", \"asin\": \"B0078P9D8U\", \"price\": \"$44.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Tri-Ply Stainless Steel Frying Pan Set, 8 Inch and 10Inch, Skillet set, Durable, Cooking Pan 8\\\" 10\\\", Induction Ready Egg Pan, Compatible with All Cooktops Up to 600\\u2109\", \"asin\": \"B0CJY98DQY\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wildone Baking Sheet Set of 3, Stainless Steel Cookie Sheet Baking Sheet Pan, 9/12/16 Inch, Non Toxic & Heavy Duty & Easy Clean\", \"asin\": \"B07NNQWMCW\", \"price\": \"$28.89\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart 17-Piece Cookware Set, Chef's Classic Steel Collection 77-17N\", \"asin\": \"B01LHG4EES\", \"price\": \"$224.96\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"T-Fal Pro Tri-Ply Stainless Steel Fry Pan 12 Inch, Induction Compatible, Oven Safe 500F, Fast & Even Heat, Professional Quality & Durability, Frying Pan, Skillet, Cookware, Dishwasher Safe, Silver\", \"asin\": \"B0DB42KNBC\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"T-fal Stainless Steel Cookware Set 11 Piece, Induction, Oven Broiler Safe 500F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Dutch Oven, Steamer, Pots and Pans, Dishwasher Safe, Silver\", \"asin\": \"B0BX1N1SJT\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 5 left in stock (more on the way).\"},\n{\"title\": \"6 Set Stainless Steel Hotel Pans 1/6 Size 4 Inch Deep With Lids, Anti-Jam Chafing Steam Table Pans, Catering Food Storage Metal Pan\", \"asin\": \"B0CQFXK42W\", \"price\": \"$51.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Farberware Classic Stainless Steel Frying Pan Set / Fry Pan Set / Stainless Steel Skillet Set - 8.25 Inch and 10 Inch, Silver\", \"asin\": \"B000LSYEGW\", \"price\": \"$39.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Amazon Basics Stainless Steel Induction-Ready 11-Piece Cookware Set, Pots and Pans, Oven, Dishwasher Safe, Easy to Clean, Heavy Duty, Silver\", \"asin\": \"B07Y3LHX7Q\", \"price\": \"$143.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart Stainless Steel, 5.5 Quart Saut\\u00e9 Pan w/ Cover, Helper Handle, Chef's Classic, 733-30H\", \"asin\": \"B00008CM6B\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"LOLYKITCH 10 Inch Tri-ply Stainless Steel Frying Pan with Lid,Skillet,Induction Cooking Pan,Dishwasher and Oven Safe,Detachable Handle.\", \"asin\": \"B0C6JSR2QS\", \"price\": \"$36.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Stainless Steel pots and pans set, 6 Piece Nonstick Kitchen Induction Cookware Set,Works with Induction/Electric and Gas Cooktops, Nonstick, Dishwasher\", \"asin\": \"B0BHXSQWH9\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"3 Ply Stainless Steel 11-Piece Cookware Set with Lids, Pots and Pans Kitchen Set, Non-Toxic, Induction, Oven, Dishwasher Safe, Professional Chef Quality\", \"asin\": \"B0DPW7J35Y\", \"price\": \"$122.49\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Winco Anti-Jamming Steam Pan, Full-Size x 4-Inch,Stainless Steel,Medium\", \"asin\": \"B001VZ8PTG\", \"price\": \"$21.65\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"E-far Stainless Steel Baking Pan with Lid, 12\\u2153 x 9\\u00be x 2 Inch Rectangle Sheet Cake Pans with Covers Bakeware for Cakes Brownies Casseroles, Non-toxic & Healthy, Heavy Duty & Dishwasher Safe - Set of 2\", \"asin\": \"B089NF1P8C\", \"price\": \"$23.74\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Ecolution Classic Stainless Steel Fry Pan, Professional Quality Saut\\u00e9, Encapsulated Base, Comfort Grip Riveted Handles, All Cooktop Safe, Oven Safe, Dishwasher Safe, 8-Inch\", \"asin\": \"B0CQ12VD44\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch)\", \"asin\": \"B086PHS2V8\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Cook N Home Kitchen Cookware Sets, 12-Piece Basic Stainless Steel Pots and Pans, Silver\", \"asin\": \"B007TIN0GW\", \"price\": \"$83.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Tramontina Tri-Ply Clad Stainless Steel 12-Piece Cookware Set with Lids, Pots and Pans Kitchen Set, Induction-Ready, Dishwasher-Safe, NSF-Certified, Made in Brazil\", \"asin\": \"B00JDL2GXG\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"Non Stick Frying Pans with lid, 12 inch Hybrid Frying Pans Nonstick,non stick Stainless Steel Skillets, Dishwasher and Oven-Safe Chef Pan, Induction Compatible Cooking Pan, PFOA Free Cookware\", \"asin\": \"B0F271B1YC\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"KitchenAid Stainless Steel Frying Pan/Skillet, 12 Inch, Brushed Stainless Steel\", \"asin\": \"B09H8J5M52\", \"price\": \"$34.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 2 left in stock (more on the way).\"},\n{\"title\": \"Cuisinart 725-30D Chef's Classic Stainless 12-Inch Everyday Pan with Dome Cover, Silver\", \"asin\": \"B000E57BB2\", \"price\": \"$33.81\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece 18/8 Stainless Steel Induction Safe Pots and Pans Non-Toxic Triply Bottom Kitchen Cookware Set\", \"asin\": \"B0B2ZH4VZ1\", \"price\": \"$189.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart Professional Stainless Skillet with Helper, 12-Inch\", \"asin\": \"B00NAU9058\", \"price\": \"$56.21\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart 1 Quart Saucepan w/Cover, Chef's Classic Stainless Steel Cookware Collection, 719-14\", \"asin\": \"B00213JLY0\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Calphalon\\u00ae Premier\\u2122 Stainless Steel 5-Quart. Saute Pan\", \"asin\": \"B07MM3RWMN\", \"price\": \"$80.99\", \"delivery\": \"FREE delivery Apr 26 - May 3 for Prime members\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T06:34:51.119Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-13T06:34:51.119Z
click
search
rule
train
2,775
2025-04-13T06:34:51.119Z
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": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:01:43.860Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:28.291Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:02:54.239Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:54.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:58.571Z", "action": "input", "action_argument": "bag"} {"timestamp": "2025-04-12T04:03:00.956Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:03:23.008Z", "action": "input", "action_argument": "hefty ultra strong 13 gallon trash bags"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-13T06:34:29.262Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:43.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:50.655Z", "action": "input", "action_argument": "stainless steel pan"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "stainless steel pan"}], "promotion_items": [{"title": "Made In Cookware - 3.5 Quart Stainless Steel Saute Pan - 5 Ply Stainless Clad - Professional Cookware - Induction Compatible - Crafted in Italy Stainless Steel", "asin": "B09R3CSHFD", "price": "$168.99", "quantity": ""}, {"title": "Made In Cookware - 2 Quart Stainless Steel Saucepan with Lid - 5 Ply Stainless Clad Sauce Pan - Professional Cookware - Crafted in Italy - Induction Compatible ", "asin": "B0B29LF8LB", "price": "$149.00", "quantity": ""}, {"title": "HexClad Hybrid Nonstick 3-Quart Saucepan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\u00b0F, Induction-Ready, Compatible with All Cooktops ", "asin": "B0BKHB211C", "price": "$149.00", "quantity": ""}, {"title": "Misen 5-Ply Stainless Steel Cookware Set - Versatile, Dishwasher Safe - 5-Piece Set - 10\" Skillet, 3 QT Saute Pan + Lid, 3 QT Saucier + Lid ", "asin": "B09DRGJRBV", "price": "$354.00", "quantity": ""}, {"title": "Misen 5-Ply Stainless Steel 10\" & 12\" Frying Pan Set - Professional Cookware for Induction, Gas and Electric - Dishwasher Safe, Oven Safe to 800\u00b0F - Durable, Versatile, Even Heating ", "asin": "B08WR7FKGS", "price": "$160.00", "quantity": ""}, {"title": "Made In Cookware - 3.5 QT CeramiClad Non Stick Saute Pan with Lid - 5-Ply Stainless Clad with Stay-Cool Handle - Professional Cookware - Crafted in Italy - Induction Compatible Stainless and Aluminum", "asin": "B0DK44WMH7", "price": "$192.00", "quantity": ""}, {"title": "DELARLO Tri-Ply Stainless Steel Pan with Lid 12inch\u4e28Compatible with All Cooktops Up to 600\u2109\u4e28Stainless Steel Skillet 12 inch\u4e28Heavy Duty\u4e28Frying Pan with Lid\u4e2818/10 Large Cooking Surface\u4e28Omelette Pan Stainless Steel", "asin": "B0C65C16YB", "price": "$36.99", "quantity": ""}, {"title": "SENSARTE Nonstick Skillet, Deep Frying Pan 10/11/12-inch, Saute Pan with Lid, Stay-cool Handle, Healthy Stone Cookware Cooking Pan, Induction Compatible, PFOA Free (10-Inch/3.5QT) ", "asin": "B08RMNG3HD", "price": "$29.99", "quantity": ""}, {"title": "Stainless Steel Crepe Pan - 12 Inch Nonstick Crepe Pan, Stainless Steel Honeycomb Coating Pancake Pan, Non Stick Flat Skillet Tawa Dosa Tortilla Griddle Pan, Induction Compatible, PFOA Free Stainless Steel", "asin": "B0CYC7Y7M9", "price": "$46.99", "quantity": ""}, {"title": "Non Stick Frying Pans with lid, 12 inch Hybrid Frying Pans Nonstick,non stick Stainless Steel Skillets, Dishwasher and Oven-Safe Chef Pan, Induction Compatible Cooking Pan, PFOA Free Cookware Stainless Steel", "asin": "B0F271B1YC", "price": "$59.99", "quantity": ""}, {"title": "Stainless Steel Frying Pan Set with Lid 8.6inch and 12inch Titanium Ceramic Nonstick Frying Pan Kitchen Cookware Set Skillet with Stay-Cool Handle Non Toxic PFOA Free Suitable for All Stove ", "asin": "B0DKDT1VNT", "price": "$80.99", "quantity": ""}, {"title": "SENSARTE Nonstick Crepe Pan, Swiss Granite Coating Dosa Pan Pancake Flat Skillet Tawa Griddle 12-Inch with Stay-Cool Handle, Induction Compatible, PFOA Free Crepe,Wood", "asin": "B0BJZCNYKG", "price": "$29.99", "quantity": ""}], "ads": [{"title": "Caraway Stainless Steel Cookware Set (4 Piece) - 5-Ply Stainless Steel Pots & Pans - Includes Fry Pan, Sauce Pan, Saut\u00e9 Pan, Dutch Oven, & Storage - Non Toxic, PTFE & PFOA Free", "asin": "B0CPJSPTS2"}, {"title": "Caraway Stainless Steel Mini Duo - 5-Ply Stainless Steel Fry Pan (8 In) & Stainless Steel Sauce Pan (1.75 Qt) - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free", "asin": "B0CPJRPZ1K"}, {"title": "Caraway Stainless Steel Saut\u00e9 Pan (4.5 Qt) - 5-Ply Stainless Steel - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free", "asin": "B0CPJSHQWV"}], "search_results": [{"title": "Amazon Basics Stainless Steel Induction-Ready 11-Piece Cookware Set, Pots and Pans, Oven, Dishwasher Safe, Easy to Clean, Heavy Duty, Silver", "asin": "B07Y3LHX7Q", "price": "$143.99", "delivery": " Two-DayFREE delivery Mon, Apr 14 "}, {"title": "12 inch Tri-Ply Stainless Steel Pan,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops", "asin": "B0F3JPZ6WV", "price": "$29.99", "delivery": " Two-DayFREE delivery Mon, Apr 14 "}, {"title": "Tri-Ply Fully Bonded Stainless Steel 12Inch Frying Pan With Lid, Up to 600\u2109 Full Clad, Large Cooking Surface for Searing, Induction Ready, Dishwasher and Oven Safe", "asin": "B0CJY31QY2", "price": "$33.00", "delivery": " Two-DayFREE delivery Mon, Apr 14 "}, {"title": "Made In Cookware - 8-Inch Stainless Steel Frying Pan - 5 Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible", "asin": "B09HR771DL", "price": "$119.00", "delivery": "FREE delivery Apr 17 - 18 "}, {"title": "12 inch Tri-Ply Stainless Steel Frying Pan with LID,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops", "asin": "B0DZJ3MN6K", "price": "$45.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 13 "}, {"title": "T-fal Essentials Stainless Steel Fry Pan Set 2 Piece, 8\" and 10.5\", Induction Compatible Oven Safe 350F, Pots and Pans Set, Cooking Skillets, Cookware, Kitchen Frying Pans, Dishwasher Safe Silver/Blue", "asin": "B0DDR3Q493", "price": "$28.16", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Calphalon Classic\u2122 Stainless Steel 10-Piece Cookware Set", "asin": "B00HQWONBW", "price": "$132.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Cuisinart 11-Piece Cookware Set, Chef's Classic Stainless Steel Collection 77-11G", "asin": "B005H05SXM", "price": "$153.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Cuisinart 722-20 8-Inch Chef's-Classic-Stainless-Cookware-Collection, 8\", Open Skillet", "asin": "B00008CM6A", "price": "$19.95", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "12 Inch Tri-Ply Stainless Steel Frying Pan, Skillet, Induction Cooking Pan, Dishwasher and Oven Safe, Fast & Even Heat, Heavy Duty and Detachable Handle", "asin": "B0DQ8L5MJ1", "price": "$27.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "DELARLO Whole Body Tri-Ply Stainless Steel Frying Pan set, 8\u201d/10\u201d/12\u201d Cooking pans, Kitchen Cookware Set, Fast Heating Chef's pan with Ergonomic Handles, Suitable for All Stove", "asin": "B09PBBP8QM", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Amazon Basics 3-Piece Stainless Steel Aluminum-Clad Fry Pan Set with 8\", 9 1/2\", and 12\" (Previously AmazonCommercial brand)", "asin": "B08352LJMY", "price": "$71.60", "delivery": " FREE delivery Tue, Apr 15 "}, {"title": "Winco AFP-10S Commercial-Grade Aluminium Fry Pan/Skillet, 10\", Silver", "asin": "B0C6WMC42X", "price": "$25.02", "delivery": " Two-DayFREE delivery Mon, Apr 14 "}, {"title": "Non Stick Frying Pans,Hybrid 12 inch Frying Pans Nonstick,PFOA Free Cookware,non stick Stainless Steel Skillets,Dishwasher and Oven Safe, Works on Induction,Ceramic and Gas Cooktops", "asin": "B0DZWZM86H", "price": "$39.99", "delivery": " Two-DayFREE delivery Mon, Apr 14 "}, {"title": "8-10-11.5inch Frying Pan Set Tri-Ply Stainless Steel Skillet Set,No Coatings Frying Pan with Stay-cool Handle for Cooking,Pots and Pans Set,Dishwasher and Oven Safe", "asin": "B0DS9G9QFF", "price": "$89.99", "delivery": "FREE delivery Apr 19 - 22 for Prime members"}, {"title": "Amazon Basics 2-Piece Oven Safe, Riveted Handle Stainless Steel Induction Frying Pan Set - Silver, 8-inch & 10-inch", "asin": "B07Y3KHWKQ", "price": "$42.99", "delivery": "FREE delivery Tue, Apr 15"}, {"title": "LOLYKITCH 8-10-12 Inch Tri-Ply Stainless Steel Frying Pan Set of 3,Chef's Pans,Skillets,Induction Cookware,Pots and Pans Set,Dishwasher and Oven Safe.", "asin": "B096RMWVRZ", "price": "$89.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Tri-Ply Stainless Steel Frying Pan 3QT, 10 Inch Deep Frying Pan with lids, Skillet, Induction Cooking Pan, Dishwasher and Oven Safe, Fast & Even Heat, Heavy Duty and Detachable Handle", "asin": "B0DQ8G3TTD", "price": "$29.49", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Cuisinart 7-Piece Cookware Set, Chef's Classic Stainless Steel Collection, 77-7P1", "asin": "B00008CM67", "price": "$94.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "E-far Lasagna Pan Set of 2, Deep Stainless Steel Baking Pans, 12.75 x10 x3.2 Inches Rectangular Metal Roasting Baking Dish Bakeware for Oven, Non-Toxic & Heavy Duty, Dishwasher Safe", "asin": "B082VW2X1N", "price": "$27.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 13 "}, {"title": "Wok, 13 Inch Hybrid Woks & Stir-fry Pans Nonstick, Non Toxic Stainless Steel Wok Pan with Lid, Dishwasher Induction Oven Broiler Safe, PFOA Free Cookware Non Stick", "asin": "B0DQXRS7RQ", "price": "$69.99", "delivery": " Two-DayFREE delivery Mon, Apr 14 "}, {"title": "P&P CHEF Tri-Ply Stockpot and Saucepan, Stainless Steel Sauce Pan with Lid, Cooking Induction Pot, Kitchen Cookware for All Stoves, Non-Toxic, Durable & Dishwasher Safe, 3 Quart, 1 Piece", "asin": "B0C5GFNLXQ", "price": "$21.99", "delivery": " Two-DayFREE delivery Mon, Apr 14 "}, {"title": "Winco Commercial-Grade Stainless Steel Fry Pan, Natural Finish, 8\"", "asin": "B001ASB16I", "price": "$18.78", "delivery": " One-DayFREE delivery Tomorrow, Apr 13 "}, {"title": "LOLYKITCH 8.5-10 Inch Tri-ply Stainless Steel Frying Pans Set with Lid,Skillets,Induction Chef's Cooking Pan,Pots and Pans Set,Dishwasher and Oven Safe,10 Inch Pan with Lid.", "asin": "B0CNN4VF98", "price": "$55.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Suteck Stainless Steel Fry Pan Set - 8 & 10 Inch Stainless Steel Frying Pans, Tri-Ply Induction Compatible Skillet Set, Oven Safe to 500\u00b0F, Dishwasher Safe, Even Heat Distribution", "asin": "B07TDQY4Y8", "price": "$40.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "DELARLO Tri-Ply Stainless Steel Pan, 12 inch Frying Pan with Lid, Compatible with All Cooktops Up to 600\u2109, Fast & Even Heat, Skillet, Induction Cookware, Cooking Pan, Stir Fry Pan, Dishwasher Safe Pan", "asin": "B0BNKHN6L2", "price": "$45.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "12 inch Tri-Ply Stainless Steel Frying Pan with LID,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops", "asin": "B0DZPHCXHR", "price": "$37.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "SENSARTE Nonstick Skillet, Deep Frying Pan 10/11/12-inch, Saute Pan with Lid, Stay-cool Handle, Healthy Stone Cookware Cooking Pan, Induction Compatible, PFOA Free (10-Inch/3.5QT)", "asin": "B08RMNG3HD", "price": "$29.99", "delivery": " FREE delivery Wed, Apr 16 "}, {"title": "Tramontina Seattle Tri-Ply Clad Stainless Steel 12-Inch Large Frying Pan, Induction-Ready Skillet, Dishwasher-Safe, NSF-Certified, Made in Brazil", "asin": "B00JAP44MQ", "price": "$34.99", "delivery": "FREE delivery Sat, Apr 19 for Prime members"}, {"title": "12 inch Tri-Ply Stainless Steel Pan,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops", "asin": "B0DC68KKYY", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "CAROTE 14pcs Pots and Pans Set, Stainless Steel Cookware Set Detachable Handle, Induction Kitchen Cookware Sets with Removable Handle, RV Cookware Set, Oven Safe, Camping Cookware, Black", "asin": "B0DGT9BP7W", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "All-Clad D3 Stainless Steel Frying Pan with Lid, Tri-Ply Bonded, 12-Inch, Silver", "asin": "B00FUF5K8W", "price": "$129.95", "delivery": "FREE delivery Tue, Apr 15"}, {"title": "Cuisinart 1.5 Quart Saucepan w/Cover, Chef's Classic Stainless Steel Cookware Collection, 719-16", "asin": "B00008CM69", "price": "$17.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Cuisinart Professional Stainless Skillet, 8-Inch", "asin": "B00NAU8VTO", "price": "$22.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "CAROTE 7 Pcs Stainless Steel Cookware Set, 3-ply Base Induction Available Stainless Steel Pots and Pans Set, Tempered Glass Lids, Induction Kitchen Cookware Sets, Stay-Cool Handles", "asin": "B0DLWP2FJP", "price": "$59.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Cuisinart Contour Stainless 8-Inch Open Skillet", "asin": "B003CT33ZU", "price": "$19.95", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Cuisinart 12 Inch Skillet with Glass Cover, Chef's Classic Collection, 722-30G", "asin": "B0078P9D8U", "price": "$44.95", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Tri-Ply Stainless Steel Frying Pan Set, 8 Inch and 10Inch, Skillet set, Durable, Cooking Pan 8\" 10\", Induction Ready Egg Pan, Compatible with All Cooktops Up to 600\u2109", "asin": "B0CJY98DQY", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Wildone Baking Sheet Set of 3, Stainless Steel Cookie Sheet Baking Sheet Pan, 9/12/16 Inch, Non Toxic & Heavy Duty & Easy Clean", "asin": "B07NNQWMCW", "price": "$28.89", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Cuisinart 17-Piece Cookware Set, Chef's Classic Steel Collection 77-17N", "asin": "B01LHG4EES", "price": "$224.96", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "T-Fal Pro Tri-Ply Stainless Steel Fry Pan 12 Inch, Induction Compatible, Oven Safe 500F, Fast & Even Heat, Professional Quality & Durability, Frying Pan, Skillet, Cookware, Dishwasher Safe, Silver", "asin": "B0DB42KNBC", "price": "$27.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "T-fal Stainless Steel Cookware Set 11 Piece, Induction, Oven Broiler Safe 500F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Dutch Oven, Steamer, Pots and Pans, Dishwasher Safe, Silver", "asin": "B0BX1N1SJT", "price": "$129.99", "delivery": "FREE delivery Wed, Apr 16 Only 5 left in stock (more on the way)."}, {"title": "6 Set Stainless Steel Hotel Pans 1/6 Size 4 Inch Deep With Lids, Anti-Jam Chafing Steam Table Pans, Catering Food Storage Metal Pan", "asin": "B0CQFXK42W", "price": "$51.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Farberware Classic Stainless Steel Frying Pan Set / Fry Pan Set / Stainless Steel Skillet Set - 8.25 Inch and 10 Inch, Silver", "asin": "B000LSYEGW", "price": "$39.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Amazon Basics Stainless Steel Induction-Ready 11-Piece Cookware Set, Pots and Pans, Oven, Dishwasher Safe, Easy to Clean, Heavy Duty, Silver", "asin": "B07Y3LHX7Q", "price": "$143.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Cuisinart Stainless Steel, 5.5 Quart Saut\u00e9 Pan w/ Cover, Helper Handle, Chef's Classic, 733-30H", "asin": "B00008CM6B", "price": "$59.95", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "LOLYKITCH 10 Inch Tri-ply Stainless Steel Frying Pan with Lid,Skillet,Induction Cooking Pan,Dishwasher and Oven Safe,Detachable Handle.", "asin": "B0C6JSR2QS", "price": "$36.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Stainless Steel pots and pans set, 6 Piece Nonstick Kitchen Induction Cookware Set,Works with Induction/Electric and Gas Cooktops, Nonstick, Dishwasher", "asin": "B0BHXSQWH9", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "3 Ply Stainless Steel 11-Piece Cookware Set with Lids, Pots and Pans Kitchen Set, Non-Toxic, Induction, Oven, Dishwasher Safe, Professional Chef Quality", "asin": "B0DPW7J35Y", "price": "$122.49", "delivery": "FREE delivery Tue, Apr 15"}, {"title": "Winco Anti-Jamming Steam Pan, Full-Size x 4-Inch,Stainless Steel,Medium", "asin": "B001VZ8PTG", "price": "$21.65", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "E-far Stainless Steel Baking Pan with Lid, 12\u2153 x 9\u00be x 2 Inch Rectangle Sheet Cake Pans with Covers Bakeware for Cakes Brownies Casseroles, Non-toxic & Healthy, Heavy Duty & Dishwasher Safe - Set of 2", "asin": "B089NF1P8C", "price": "$23.74", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Ecolution Classic Stainless Steel Fry Pan, Professional Quality Saut\u00e9, Encapsulated Base, Comfort Grip Riveted Handles, All Cooktop Safe, Oven Safe, Dishwasher Safe, 8-Inch", "asin": "B0CQ12VD44", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch)", "asin": "B086PHS2V8", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Cook N Home Kitchen Cookware Sets, 12-Piece Basic Stainless Steel Pots and Pans, Silver", "asin": "B007TIN0GW", "price": "$83.99", "delivery": "FREE delivery Tue, Apr 15"}, {"title": "Tramontina Tri-Ply Clad Stainless Steel 12-Piece Cookware Set with Lids, Pots and Pans Kitchen Set, Induction-Ready, Dishwasher-Safe, NSF-Certified, Made in Brazil", "asin": "B00JDL2GXG", "price": "$279.99", "delivery": "FREE delivery Sat, Apr 19 for Prime members"}, {"title": "Non Stick Frying Pans with lid, 12 inch Hybrid Frying Pans Nonstick,non stick Stainless Steel Skillets, Dishwasher and Oven-Safe Chef Pan, Induction Compatible Cooking Pan, PFOA Free Cookware", "asin": "B0F271B1YC", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "KitchenAid Stainless Steel Frying Pan/Skillet, 12 Inch, Brushed Stainless Steel", "asin": "B09H8J5M52", "price": "$34.00", "delivery": "FREE delivery Tue, Apr 15 Only 2 left in stock (more on the way)."}, {"title": "Cuisinart 725-30D Chef's Classic Stainless 12-Inch Everyday Pan with Dome Cover, Silver", "asin": "B000E57BB2", "price": "$33.81", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Martha Stewart Castelle 10 Piece 18/8 Stainless Steel Induction Safe Pots and Pans Non-Toxic Triply Bottom Kitchen Cookware Set", "asin": "B0B2ZH4VZ1", "price": "$189.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Cuisinart Professional Stainless Skillet with Helper, 12-Inch", "asin": "B00NAU9058", "price": "$56.21", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Cuisinart 1 Quart Saucepan w/Cover, Chef's Classic Stainless Steel Cookware Collection, 719-14", "asin": "B00213JLY0", "price": "$19.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Calphalon\u00ae Premier\u2122 Stainless Steel 5-Quart. Saute Pan", "asin": "B07MM3RWMN", "price": "$80.99", "delivery": "FREE delivery Apr 26 - May 3 for Prime members"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-13T06:34:51.119Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-13T06:34:51.119Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-13T06:34:51.119Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2775, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"stainless steel pan\"}],\n\"promotion_items\": [{\"title\": \"Made In Cookware - 3.5 Quart Stainless Steel Saute Pan - 5 Ply Stainless Clad - Professional Cookware - Induction Compatible - Crafted in Italy Stainless Steel\", \"asin\": \"B09R3CSHFD\", \"price\": \"$168.99\", \"quantity\": \"\"},\n{\"title\": \"Made In Cookware - 2 Quart Stainless Steel Saucepan with Lid - 5 Ply Stainless Clad Sauce Pan - Professional Cookware - Crafted in Italy - Induction Compatible \", \"asin\": \"B0B29LF8LB\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"HexClad Hybrid Nonstick 3-Quart Saucepan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops \", \"asin\": \"B0BKHB211C\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Misen 5-Ply Stainless Steel Cookware Set - Versatile, Dishwasher Safe - 5-Piece Set - 10\\\" Skillet, 3 QT Saute Pan + Lid, 3 QT Saucier + Lid \", \"asin\": \"B09DRGJRBV\", \"price\": \"$354.00\", \"quantity\": \"\"},\n{\"title\": \"Misen 5-Ply Stainless Steel 10\\\" & 12\\\" Frying Pan Set - Professional Cookware for Induction, Gas and Electric - Dishwasher Safe, Oven Safe to 800\\u00b0F - Durable, Versatile, Even Heating \", \"asin\": \"B08WR7FKGS\", \"price\": \"$160.00\", \"quantity\": \"\"},\n{\"title\": \"Made In Cookware - 3.5 QT CeramiClad Non Stick Saute Pan with Lid - 5-Ply Stainless Clad with Stay-Cool Handle - Professional Cookware - Crafted in Italy - Induction Compatible Stainless and Aluminum\", \"asin\": \"B0DK44WMH7\", \"price\": \"$192.00\", \"quantity\": \"\"},\n{\"title\": \"DELARLO Tri-Ply Stainless Steel Pan with Lid 12inch\\u4e28Compatible with All Cooktops Up to 600\\u2109\\u4e28Stainless Steel Skillet 12 inch\\u4e28Heavy Duty\\u4e28Frying Pan with Lid\\u4e2818/10 Large Cooking Surface\\u4e28Omelette Pan Stainless Steel\", \"asin\": \"B0C65C16YB\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Skillet, Deep Frying Pan 10/11/12-inch, Saute Pan with Lid, Stay-cool Handle, Healthy Stone Cookware Cooking Pan, Induction Compatible, PFOA Free (10-Inch/3.5QT) \", \"asin\": \"B08RMNG3HD\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Stainless Steel Crepe Pan - 12 Inch Nonstick Crepe Pan, Stainless Steel Honeycomb Coating Pancake Pan, Non Stick Flat Skillet Tawa Dosa Tortilla Griddle Pan, Induction Compatible, PFOA Free Stainless Steel\", \"asin\": \"B0CYC7Y7M9\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Non Stick Frying Pans with lid, 12 inch Hybrid Frying Pans Nonstick,non stick Stainless Steel Skillets, Dishwasher and Oven-Safe Chef Pan, Induction Compatible Cooking Pan, PFOA Free Cookware Stainless Steel\", \"asin\": \"B0F271B1YC\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Stainless Steel Frying Pan Set with Lid 8.6inch and 12inch Titanium Ceramic Nonstick Frying Pan Kitchen Cookware Set Skillet with Stay-Cool Handle Non Toxic PFOA Free Suitable for All Stove \", \"asin\": \"B0DKDT1VNT\", \"price\": \"$80.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Crepe Pan, Swiss Granite Coating Dosa Pan Pancake Flat Skillet Tawa Griddle 12-Inch with Stay-Cool Handle, Induction Compatible, PFOA Free Crepe,Wood\", \"asin\": \"B0BJZCNYKG\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Caraway Stainless Steel Cookware Set (4 Piece) - 5-Ply Stainless Steel Pots & Pans - Includes Fry Pan, Sauce Pan, Saut\\u00e9 Pan, Dutch Oven, & Storage - Non Toxic, PTFE & PFOA Free\", \"asin\": \"B0CPJSPTS2\"},\n{\"title\": \"Caraway Stainless Steel Mini Duo - 5-Ply Stainless Steel Fry Pan (8 In) & Stainless Steel Sauce Pan (1.75 Qt) - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free\", \"asin\": \"B0CPJRPZ1K\"},\n{\"title\": \"Caraway Stainless Steel Saut\\u00e9 Pan (4.5 Qt) - 5-Ply Stainless Steel - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free\", \"asin\": \"B0CPJSHQWV\"}],\n\"search_results\": [{\"title\": \"Amazon Basics Stainless Steel Induction-Ready 11-Piece Cookware Set, Pots and Pans, Oven, Dishwasher Safe, Easy to Clean, Heavy Duty, Silver\", \"asin\": \"B07Y3LHX7Q\", \"price\": \"$143.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"12 inch Tri-Ply Stainless Steel Pan,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0F3JPZ6WV\", \"price\": \"$29.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Tri-Ply Fully Bonded Stainless Steel 12Inch Frying Pan With Lid, Up to 600\\u2109 Full Clad, Large Cooking Surface for Searing, Induction Ready, Dishwasher and Oven Safe\", \"asin\": \"B0CJY31QY2\", \"price\": \"$33.00\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Made In Cookware - 8-Inch Stainless Steel Frying Pan - 5 Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible\", \"asin\": \"B09HR771DL\", \"price\": \"$119.00\", \"delivery\": \"FREE delivery Apr 17 - 18 \"},\n{\"title\": \"12 inch Tri-Ply Stainless Steel Frying Pan with LID,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0DZJ3MN6K\", \"price\": \"$45.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 13 \"},\n{\"title\": \"T-fal Essentials Stainless Steel Fry Pan Set 2 Piece, 8\\\" and 10.5\\\", Induction Compatible Oven Safe 350F, Pots and Pans Set, Cooking Skillets, Cookware, Kitchen Frying Pans, Dishwasher Safe Silver/Blue\", \"asin\": \"B0DDR3Q493\", \"price\": \"$28.16\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Calphalon Classic\\u2122 Stainless Steel 10-Piece Cookware Set\", \"asin\": \"B00HQWONBW\", \"price\": \"$132.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart 11-Piece Cookware Set, Chef's Classic Stainless Steel Collection 77-11G\", \"asin\": \"B005H05SXM\", \"price\": \"$153.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart 722-20 8-Inch Chef's-Classic-Stainless-Cookware-Collection, 8\\\", Open Skillet\", \"asin\": \"B00008CM6A\", \"price\": \"$19.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"12 Inch Tri-Ply Stainless Steel Frying Pan, Skillet, Induction Cooking Pan, Dishwasher and Oven Safe, Fast & Even Heat, Heavy Duty and Detachable Handle\", \"asin\": \"B0DQ8L5MJ1\", \"price\": \"$27.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"DELARLO Whole Body Tri-Ply Stainless Steel Frying Pan set, 8\\u201d/10\\u201d/12\\u201d Cooking pans, Kitchen Cookware Set, Fast Heating Chef's pan with Ergonomic Handles, Suitable for All Stove\", \"asin\": \"B09PBBP8QM\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Amazon Basics 3-Piece Stainless Steel Aluminum-Clad Fry Pan Set with 8\\\", 9 1/2\\\", and 12\\\" (Previously AmazonCommercial brand)\", \"asin\": \"B08352LJMY\", \"price\": \"$71.60\", \"delivery\": \" FREE delivery Tue, Apr 15 \"},\n{\"title\": \"Winco AFP-10S Commercial-Grade Aluminium Fry Pan/Skillet, 10\\\", Silver\", \"asin\": \"B0C6WMC42X\", \"price\": \"$25.02\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Non Stick Frying Pans,Hybrid 12 inch Frying Pans Nonstick,PFOA Free Cookware,non stick Stainless Steel Skillets,Dishwasher and Oven Safe, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0DZWZM86H\", \"price\": \"$39.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"8-10-11.5inch Frying Pan Set Tri-Ply Stainless Steel Skillet Set,No Coatings Frying Pan with Stay-cool Handle for Cooking,Pots and Pans Set,Dishwasher and Oven Safe\", \"asin\": \"B0DS9G9QFF\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Apr 19 - 22 for Prime members\"},\n{\"title\": \"Amazon Basics 2-Piece Oven Safe, Riveted Handle Stainless Steel Induction Frying Pan Set - Silver, 8-inch & 10-inch\", \"asin\": \"B07Y3KHWKQ\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"LOLYKITCH 8-10-12 Inch Tri-Ply Stainless Steel Frying Pan Set of 3,Chef's Pans,Skillets,Induction Cookware,Pots and Pans Set,Dishwasher and Oven Safe.\", \"asin\": \"B096RMWVRZ\", \"price\": \"$89.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Tri-Ply Stainless Steel Frying Pan 3QT, 10 Inch Deep Frying Pan with lids, Skillet, Induction Cooking Pan, Dishwasher and Oven Safe, Fast & Even Heat, Heavy Duty and Detachable Handle\", \"asin\": \"B0DQ8G3TTD\", \"price\": \"$29.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart 7-Piece Cookware Set, Chef's Classic Stainless Steel Collection, 77-7P1\", \"asin\": \"B00008CM67\", \"price\": \"$94.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"E-far Lasagna Pan Set of 2, Deep Stainless Steel Baking Pans, 12.75 x10 x3.2 Inches Rectangular Metal Roasting Baking Dish Bakeware for Oven, Non-Toxic & Heavy Duty, Dishwasher Safe\", \"asin\": \"B082VW2X1N\", \"price\": \"$27.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 13 \"},\n{\"title\": \"Wok, 13 Inch Hybrid Woks & Stir-fry Pans Nonstick, Non Toxic Stainless Steel Wok Pan with Lid, Dishwasher Induction Oven Broiler Safe, PFOA Free Cookware Non Stick\", \"asin\": \"B0DQXRS7RQ\", \"price\": \"$69.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"P&P CHEF Tri-Ply Stockpot and Saucepan, Stainless Steel Sauce Pan with Lid, Cooking Induction Pot, Kitchen Cookware for All Stoves, Non-Toxic, Durable & Dishwasher Safe, 3 Quart, 1 Piece\", \"asin\": \"B0C5GFNLXQ\", \"price\": \"$21.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Winco Commercial-Grade Stainless Steel Fry Pan, Natural Finish, 8\\\"\", \"asin\": \"B001ASB16I\", \"price\": \"$18.78\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 13 \"},\n{\"title\": \"LOLYKITCH 8.5-10 Inch Tri-ply Stainless Steel Frying Pans Set with Lid,Skillets,Induction Chef's Cooking Pan,Pots and Pans Set,Dishwasher and Oven Safe,10 Inch Pan with Lid.\", \"asin\": \"B0CNN4VF98\", \"price\": \"$55.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Suteck Stainless Steel Fry Pan Set - 8 & 10 Inch Stainless Steel Frying Pans, Tri-Ply Induction Compatible Skillet Set, Oven Safe to 500\\u00b0F, Dishwasher Safe, Even Heat Distribution\", \"asin\": \"B07TDQY4Y8\", \"price\": \"$40.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"DELARLO Tri-Ply Stainless Steel Pan, 12 inch Frying Pan with Lid, Compatible with All Cooktops Up to 600\\u2109, Fast & Even Heat, Skillet, Induction Cookware, Cooking Pan, Stir Fry Pan, Dishwasher Safe Pan\", \"asin\": \"B0BNKHN6L2\", \"price\": \"$45.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"12 inch Tri-Ply Stainless Steel Frying Pan with LID,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0DZPHCXHR\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"SENSARTE Nonstick Skillet, Deep Frying Pan 10/11/12-inch, Saute Pan with Lid, Stay-cool Handle, Healthy Stone Cookware Cooking Pan, Induction Compatible, PFOA Free (10-Inch/3.5QT)\", \"asin\": \"B08RMNG3HD\", \"price\": \"$29.99\", \"delivery\": \" FREE delivery Wed, Apr 16 \"},\n{\"title\": \"Tramontina Seattle Tri-Ply Clad Stainless Steel 12-Inch Large Frying Pan, Induction-Ready Skillet, Dishwasher-Safe, NSF-Certified, Made in Brazil\", \"asin\": \"B00JAP44MQ\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"12 inch Tri-Ply Stainless Steel Pan,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0DC68KKYY\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"CAROTE 14pcs Pots and Pans Set, Stainless Steel Cookware Set Detachable Handle, Induction Kitchen Cookware Sets with Removable Handle, RV Cookware Set, Oven Safe, Camping Cookware, Black\", \"asin\": \"B0DGT9BP7W\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"All-Clad D3 Stainless Steel Frying Pan with Lid, Tri-Ply Bonded, 12-Inch, Silver\", \"asin\": \"B00FUF5K8W\", \"price\": \"$129.95\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Cuisinart 1.5 Quart Saucepan w/Cover, Chef's Classic Stainless Steel Cookware Collection, 719-16\", \"asin\": \"B00008CM69\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Cuisinart Professional Stainless Skillet, 8-Inch\", \"asin\": \"B00NAU8VTO\", \"price\": \"$22.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"CAROTE 7 Pcs Stainless Steel Cookware Set, 3-ply Base Induction Available Stainless Steel Pots and Pans Set, Tempered Glass Lids, Induction Kitchen Cookware Sets, Stay-Cool Handles\", \"asin\": \"B0DLWP2FJP\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart Contour Stainless 8-Inch Open Skillet\", \"asin\": \"B003CT33ZU\", \"price\": \"$19.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart 12 Inch Skillet with Glass Cover, Chef's Classic Collection, 722-30G\", \"asin\": \"B0078P9D8U\", \"price\": \"$44.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Tri-Ply Stainless Steel Frying Pan Set, 8 Inch and 10Inch, Skillet set, Durable, Cooking Pan 8\\\" 10\\\", Induction Ready Egg Pan, Compatible with All Cooktops Up to 600\\u2109\", \"asin\": \"B0CJY98DQY\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wildone Baking Sheet Set of 3, Stainless Steel Cookie Sheet Baking Sheet Pan, 9/12/16 Inch, Non Toxic & Heavy Duty & Easy Clean\", \"asin\": \"B07NNQWMCW\", \"price\": \"$28.89\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart 17-Piece Cookware Set, Chef's Classic Steel Collection 77-17N\", \"asin\": \"B01LHG4EES\", \"price\": \"$224.96\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"T-Fal Pro Tri-Ply Stainless Steel Fry Pan 12 Inch, Induction Compatible, Oven Safe 500F, Fast & Even Heat, Professional Quality & Durability, Frying Pan, Skillet, Cookware, Dishwasher Safe, Silver\", \"asin\": \"B0DB42KNBC\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"T-fal Stainless Steel Cookware Set 11 Piece, Induction, Oven Broiler Safe 500F, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Dutch Oven, Steamer, Pots and Pans, Dishwasher Safe, Silver\", \"asin\": \"B0BX1N1SJT\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 5 left in stock (more on the way).\"},\n{\"title\": \"6 Set Stainless Steel Hotel Pans 1/6 Size 4 Inch Deep With Lids, Anti-Jam Chafing Steam Table Pans, Catering Food Storage Metal Pan\", \"asin\": \"B0CQFXK42W\", \"price\": \"$51.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Farberware Classic Stainless Steel Frying Pan Set / Fry Pan Set / Stainless Steel Skillet Set - 8.25 Inch and 10 Inch, Silver\", \"asin\": \"B000LSYEGW\", \"price\": \"$39.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Amazon Basics Stainless Steel Induction-Ready 11-Piece Cookware Set, Pots and Pans, Oven, Dishwasher Safe, Easy to Clean, Heavy Duty, Silver\", \"asin\": \"B07Y3LHX7Q\", \"price\": \"$143.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart Stainless Steel, 5.5 Quart Saut\\u00e9 Pan w/ Cover, Helper Handle, Chef's Classic, 733-30H\", \"asin\": \"B00008CM6B\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"LOLYKITCH 10 Inch Tri-ply Stainless Steel Frying Pan with Lid,Skillet,Induction Cooking Pan,Dishwasher and Oven Safe,Detachable Handle.\", \"asin\": \"B0C6JSR2QS\", \"price\": \"$36.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Stainless Steel pots and pans set, 6 Piece Nonstick Kitchen Induction Cookware Set,Works with Induction/Electric and Gas Cooktops, Nonstick, Dishwasher\", \"asin\": \"B0BHXSQWH9\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"3 Ply Stainless Steel 11-Piece Cookware Set with Lids, Pots and Pans Kitchen Set, Non-Toxic, Induction, Oven, Dishwasher Safe, Professional Chef Quality\", \"asin\": \"B0DPW7J35Y\", \"price\": \"$122.49\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Winco Anti-Jamming Steam Pan, Full-Size x 4-Inch,Stainless Steel,Medium\", \"asin\": \"B001VZ8PTG\", \"price\": \"$21.65\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"E-far Stainless Steel Baking Pan with Lid, 12\\u2153 x 9\\u00be x 2 Inch Rectangle Sheet Cake Pans with Covers Bakeware for Cakes Brownies Casseroles, Non-toxic & Healthy, Heavy Duty & Dishwasher Safe - Set of 2\", \"asin\": \"B089NF1P8C\", \"price\": \"$23.74\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Ecolution Classic Stainless Steel Fry Pan, Professional Quality Saut\\u00e9, Encapsulated Base, Comfort Grip Riveted Handles, All Cooktop Safe, Oven Safe, Dishwasher Safe, 8-Inch\", \"asin\": \"B0CQ12VD44\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch)\", \"asin\": \"B086PHS2V8\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Cook N Home Kitchen Cookware Sets, 12-Piece Basic Stainless Steel Pots and Pans, Silver\", \"asin\": \"B007TIN0GW\", \"price\": \"$83.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Tramontina Tri-Ply Clad Stainless Steel 12-Piece Cookware Set with Lids, Pots and Pans Kitchen Set, Induction-Ready, Dishwasher-Safe, NSF-Certified, Made in Brazil\", \"asin\": \"B00JDL2GXG\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"Non Stick Frying Pans with lid, 12 inch Hybrid Frying Pans Nonstick,non stick Stainless Steel Skillets, Dishwasher and Oven-Safe Chef Pan, Induction Compatible Cooking Pan, PFOA Free Cookware\", \"asin\": \"B0F271B1YC\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"KitchenAid Stainless Steel Frying Pan/Skillet, 12 Inch, Brushed Stainless Steel\", \"asin\": \"B09H8J5M52\", \"price\": \"$34.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 2 left in stock (more on the way).\"},\n{\"title\": \"Cuisinart 725-30D Chef's Classic Stainless 12-Inch Everyday Pan with Dome Cover, Silver\", \"asin\": \"B000E57BB2\", \"price\": \"$33.81\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Martha Stewart Castelle 10 Piece 18/8 Stainless Steel Induction Safe Pots and Pans Non-Toxic Triply Bottom Kitchen Cookware Set\", \"asin\": \"B0B2ZH4VZ1\", \"price\": \"$189.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart Professional Stainless Skillet with Helper, 12-Inch\", \"asin\": \"B00NAU9058\", \"price\": \"$56.21\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart 1 Quart Saucepan w/Cover, Chef's Classic Stainless Steel Cookware Collection, 719-14\", \"asin\": \"B00213JLY0\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Calphalon\\u00ae Premier\\u2122 Stainless Steel 5-Quart. Saute Pan\", \"asin\": \"B07MM3RWMN\", \"price\": \"$80.99\", \"delivery\": \"FREE delivery Apr 26 - May 3 for Prime members\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T06:34:51.119Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"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\": \"stainless steel pan\"}],\n\"promotion_items\": [{\"title\": \"DELARLO Tri-Ply Stainless Steel Pan with Lid 12inch\\u4e28Compatible with All Cooktops Up to 600\\u2109\\u4e28Stainless Steel Skillet 12 inch\\u4e28Heavy Duty\\u4e28Frying Pan with Lid\\u4e2818/10 Large Cooking Surface\\u4e28Omelette Pan Stainless Steel\", \"asin\": \"B0C65C16YB\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Made In Cookware - 10-Inch Stainless Steel Frying Pan - 5 Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible Stainless Steel\", \"asin\": \"B09S12WX42\", \"price\": \"$119.50\", \"quantity\": \"\"},\n{\"title\": \"Misen 5-Ply Stainless Steel 10\\\" Frying Pan - Professional Cookware for Induction, Gas and Electric - Dishwasher Safe, Oven Safe to 800\\u00b0F - Durable, Versatile, Even Heating \", \"asin\": \"B08WRWNGZQ\", \"price\": \"$89.00\", \"quantity\": \"\"},\n{\"title\": \"Tri-Ply Fully Bonded Stainless Steel 12Inch Frying Pan With Lid, Up to 600\\u2109 Full Clad, Large Cooking Surface for Searing, Induction Ready, Dishwasher and Oven Safe Stainless Steel\", \"asin\": \"B0CJY31QY2\", \"price\": \"$33.00\", \"quantity\": \"\"},\n{\"title\": \"Stainless Steel Frying Pan Nonstick Frying Pan with Lid 10 Inch Honeycomb Stainless Steel Skillet Woks Pan for Gas Electric Induction Ceramic Stoves and Oven Stainless Steel\", \"asin\": \"B0CHJ9CM4Y\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Tri-Ply Stainless Steel Frying Pan Set with Lid,9.5Inch 11Inch Nonstick Honeycomb Stainless Steel Cooking Pan Set of 2 Skillet Works Pan for Cooking with Induction Gas Stovetops Stainless Steel\", \"asin\": \"B0DBHJLGJF\", \"price\": \"$80.99\", \"quantity\": \"\"},\n{\"title\": \"DELARLO Tri-Ply Stainless Steel Pan with Lid 12inch\\u4e28Compatible with All Cooktops Up to 600\\u2109\\u4e28Stainless Steel Skillet 12 inch\\u4e28Heavy Duty\\u4e28Frying Pan with Lid\\u4e2818/10 Large Cooking Surface\\u4e28Omelette Pan Stainless Steel\", \"asin\": \"B0C65C16YB\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Stainless Steel Frying Pan Set with Lid 8.6inch and 12inch Titanium Ceramic Nonstick Frying Pan Kitchen Cookware Set Skillet with Stay-Cool Handle Non Toxic PFOA Free Suitable for All Stove \", \"asin\": \"B0DKDT1VNT\", \"price\": \"$80.99\", \"quantity\": \"\"},\n{\"title\": \"Non Stick Frying Pans with lid, 12 inch Hybrid Frying Pans Nonstick,non stick Stainless Steel Skillets, Dishwasher and Oven-Safe Chef Pan, Induction Compatible Cooking Pan, PFOA Free Cookware Stainless Steel\", \"asin\": \"B0F271B1YC\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Stainless Steel Crepe Pan - 12 Inch Nonstick Crepe Pan, Stainless Steel Honeycomb Coating Pancake Pan, Non Stick Flat Skillet Tawa Dosa Tortilla Griddle Pan, Induction Compatible, PFOA Free Stainless Steel\", \"asin\": \"B0CYC7Y7M9\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch) Stainless Steel, Bakelite\", \"asin\": \"B086PHS2V8\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Skillet, Deep Frying Pan 10/11/12-inch, Saute Pan with Lid, Stay-cool Handle, Healthy Stone Cookware Cooking Pan, Induction Compatible, PFOA Free (10-Inch/3.5QT) \", \"asin\": \"B08RMNG3HD\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Amazon Basics 2-Piece Oven Safe, Riveted Handle Stainless Steel Induction Frying Pan Set - Silver, 8-inch & 10-inch\", \"asin\": \"B07Y3KHWKQ\", \"price\": \"$42.99\", \"delivery\": \" FREE delivery Tue, Apr 15 \"},\n{\"title\": \"DELARLO Tri-Ply Stainless Steel 12inch Frying Pan, All Cooktops Compatible Up to 600\\u2109, Oven Safe Induction Skillet, 12.5 inch Non toxic Cooking Surface, Fast & Even Heat, Durable Cookware\", \"asin\": \"B09PBBDYM3\", \"price\": \"$28.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"12 inch Tri-Ply Stainless Steel Pan,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0F3JPZ6WV\", \"price\": \"$29.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Tri-Ply Fully Bonded Stainless Steel 12Inch Frying Pan With Lid, Up to 600\\u2109 Full Clad, Large Cooking Surface for Searing, Induction Ready, Dishwasher and Oven Safe\", \"asin\": \"B0CJY31QY2\", \"price\": \"$33.00\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Made In Cookware - 10-Inch Stainless Steel Frying Pan - 5 Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible\", \"asin\": \"B09S12WX42\", \"price\": \"$119.50\", \"delivery\": \"FREE delivery Apr 17 - 18 \"},\n{\"title\": \"Cuisinart 722-20 8-Inch Chef's-Classic-Stainless-Cookware-Collection, 8\\\", Open Skillet\", \"asin\": \"B00008CM6A\", \"price\": \"$19.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Tramontina Seattle Tri-Ply Clad Stainless Steel 12-Inch Large Frying Pan, Induction-Ready Skillet, Dishwasher-Safe, NSF-Certified, Made in Brazil\", \"asin\": \"B00JAP44MQ\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"T-fal Essentials Stainless Steel Fry Pan Set 2 Piece, 8\\\" and 10.5\\\", Induction Compatible Oven Safe 350F, Pots and Pans Set, Cooking Skillets, Cookware, Kitchen Frying Pans, Dishwasher Safe Silver/Blue\", \"asin\": \"B0DDR3Q493\", \"price\": \"$28.16\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"12 Inch Tri-Ply Stainless Steel Frying Pan, Skillet, Induction Cooking Pan, Dishwasher and Oven Safe, Fast & Even Heat, Heavy Duty and Detachable Handle\", \"asin\": \"B0DQ8L5MJ1\", \"price\": \"$27.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Ecolution Classic Stainless Steel Fry Pan, Professional Quality Saut\\u00e9, Encapsulated Base, Comfort Grip Riveted Handles, All Cooktop Safe, Oven Safe, Dishwasher Safe, 8-Inch\", \"asin\": \"B0CQ12VD44\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"12 inch Tri-Ply Stainless Steel Frying Pan with LID,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0DZPHCXHR\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Amazon Basics 2-Piece Non-Stick Stainless Steel Fry Pan Set, 8-inch and 10-inch\", \"asin\": \"B07Y3LF6WN\", \"price\": \"$32.75\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Winco AFP-10S Commercial-Grade Aluminium Fry Pan/Skillet, 10\\\", Silver\", \"asin\": \"B0C6WMC42X\", \"price\": \"$25.02\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Winco Commercial-Grade Stainless Steel Fry Pan, Natural Finish, 8\\\"\", \"asin\": \"B001ASB16I\", \"price\": \"$18.78\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 13 \"},\n{\"title\": \"P&P CHEF Tri-Ply Stockpot and Saucepan, Stainless Steel Sauce Pan with Lid, Cooking Induction Pot, Kitchen Cookware for All Stoves, Non-Toxic, Durable & Dishwasher Safe, 3 Quart, 1 Piece\", \"asin\": \"B0C5GFNLXQ\", \"price\": \"$21.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Tri-Ply Stainless Steel Frying Pan 3QT, 10 Inch Deep Frying Pan with lids, Skillet, Induction Cooking Pan, Dishwasher and Oven Safe, Fast & Even Heat, Heavy Duty and Detachable Handle\", \"asin\": \"B0DQ8G3TTD\", \"price\": \"$29.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart Contour Stainless 8-Inch Open Skillet\", \"asin\": \"B003CT33ZU\", \"price\": \"$19.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"T-Fal Pro Tri-Ply Stainless Steel Fry Pan 12 Inch, Induction Compatible, Oven Safe 500F, Fast & Even Heat, Professional Quality & Durability, Frying Pan, Skillet, Cookware, Dishwasher Safe, Silver\", \"asin\": \"B0DB42KNBC\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"DELARLO Tri-Ply Stainless Steel Pan, 12 inch Frying Pan with Lid, Compatible with All Cooktops Up to 600\\u2109, Fast & Even Heat, Skillet, Induction Cookware, Cooking Pan, Stir Fry Pan, Dishwasher Safe Pan\", \"asin\": \"B0BNKHN6L2\", \"price\": \"$45.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Winco AFP-10A Commercial-Grade Aluminium Fry Pan/Skillet, 10\\\", Silver\", \"asin\": \"B00AJ48UQS\", \"price\": \"$22.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 13 \"},\n{\"title\": \"Winco AFP-8A Commercial-Grade Aluminium Fry Pan/Skillet, 8\\\", Silver\", \"asin\": \"B0C6WGFQDP\", \"price\": \"$18.22\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Duxtop Professional Stainless Steel Fry Pan, Induction Ready Cookware with Impact-bonded Technology, 9.5 Inches\", \"asin\": \"B00GBW23AQ\", \"price\": \"$29.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"WINCO Tri-Ply Frying Pan, Silver\", \"asin\": \"B07BQQC3W3\", \"price\": \"$35.61\", \"delivery\": \" FREE delivery Tue, Apr 15 Only 8 left in stock (more on the way).\"},\n{\"title\": \"Amazon Basics 2-Piece Oven Safe, Riveted Handle Stainless Steel Induction Frying Pan Set - Silver, 8-inch & 10-inch\", \"asin\": \"B07Y3KHWKQ\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"All-Clad D3 Stainless Steel Frying Pan with Lid, Tri-Ply Bonded, 12-Inch, Silver\", \"asin\": \"B00FUF5K8W\", \"price\": \"$129.95\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Cuisinart 1.5 Quart Saucepan w/Cover, Chef's Classic Stainless Steel Cookware Collection, 719-16\", \"asin\": \"B00008CM69\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Calphalon Classic\\u2122 Stainless Steel 10-Piece Cookware Set\", \"asin\": \"B00HQWONBW\", \"price\": \"$132.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TeamFar 2 qt Saucepan with Lid, Stainless Steel Small Sauce Milk Pan with Tri-ply Bottom for Induction/Gas/Electric/Ceramic, Healthy & Heavy Duty, Mirror Finish & Straight Side, Dishwasher Safe\", \"asin\": \"B0D22HPZ59\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 13 \"},\n{\"title\": \"Cuisinart 12 Inch Skillet with Glass Cover, Chef's Classic Collection, 722-30G\", \"asin\": \"B0078P9D8U\", \"price\": \"$44.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"12 inch Tri-Ply Stainless Steel Pan,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0DC68KKYY\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Cuisinart Professional Stainless Skillet, 8-Inch\", \"asin\": \"B00NAU8VTO\", \"price\": \"$22.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"LOLYKITCH 10 Inch Tri-ply Stainless Steel Frying Pan with Lid,Skillet,Induction Cooking Pan,Dishwasher and Oven Safe,Detachable Handle.\", \"asin\": \"B0C6JSR2QS\", \"price\": \"$36.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Tri-Ply Stainless Steel Frying Pan Set, 8 Inch and 10Inch, Skillet set, Durable, Cooking Pan 8\\\" 10\\\", Induction Ready Egg Pan, Compatible with All Cooktops Up to 600\\u2109\", \"asin\": \"B0CJY98DQY\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Lodge 10.25 Inch Cast Iron Pre-Seasoned Skillet \\u2013 Signature Teardrop Handle - Use in the Oven, on the Stove, on the Grill, or Over a Campfire, Black\", \"asin\": \"B00006JSUA\", \"price\": \"$24.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Cuisinart 11-Piece Cookware Set, Chef's Classic Stainless Steel Collection 77-11G\", \"asin\": \"B005H05SXM\", \"price\": \"$153.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart 7-Piece Cookware Set, Chef's Classic Stainless Steel Collection, 77-7P1\", \"asin\": \"B00008CM67\", \"price\": \"$94.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart Stainless Steel, 5.5 Quart Saut\\u00e9 Pan w/ Cover, Helper Handle, Chef's Classic, 733-30H\", \"asin\": \"B00008CM6B\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"LOLYKITCH 5 Quarts Tri-Ply Stainless Steel Saut\\u00e9 Pan wih Lid, 12 Inch Deep Frying Pan,Jumbo Cooker,Induction Cooking Pan,Dishwasher and Oven Safe,Detachable Handle.\", \"asin\": \"B0DL6D5FHR\", \"price\": \"$39.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Ninja Everclad Commercial-Grade Stainless Steel 12\\\" Fry Pan, Tri-Ply Pans, Oven Safe to 600\\u00b0F, All Stovetops & Induction Compatible, Stainless, C90030\", \"asin\": \"B0C74M2JY5\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Cuisinart Professional Stainless Skillet with Helper, 12-Inch\", \"asin\": \"B00NAU9058\", \"price\": \"$56.21\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart Contour Stainless 12-Inch Everyday Pan with Glass Cover\", \"asin\": \"B005H05SU0\", \"price\": \"$39.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Non Stick Frying Pans with lid, 12 inch Hybrid Frying Pans Nonstick,non stick Stainless Steel Skillets, Dishwasher and Oven-Safe Chef Pan, Induction Compatible Cooking Pan, PFOA Free Cookware\", \"asin\": \"B0F271B1YC\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"LOLYKITCH 8.5-10 Inch Tri-ply Stainless Steel Frying Pans Set with Lid,Skillets,Induction Chef's Cooking Pan,Pots and Pans Set,Dishwasher and Oven Safe,10 Inch Pan with Lid.\", \"asin\": \"B0CNN4VF98\", \"price\": \"$55.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Vevor 4 Pack Hotel Pan 3.7\\\" Deep Steam Table Pan Full Size with Lid 20.8\\\" L x 13\\\" W, 22 Gauge Stainless Steel Anti Jam Table Pan : Industrial & Scientific\", \"asin\": \"B07PCJQJGX\", \"price\": \"$56.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"Suteck Stainless Steel Fry Pan Set - 8 & 10 Inch Stainless Steel Frying Pans, Tri-Ply Induction Compatible Skillet Set, Oven Safe to 500\\u00b0F, Dishwasher Safe, Even Heat Distribution\", \"asin\": \"B07TDQY4Y8\", \"price\": \"$40.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"All-Clad D3 3-Ply Stainless Steel Fry Pan Set 2 Piece, 10, 12 Inch, Induction Oven Broiler Safe 600F, Kitchen Cooking Set, Skillets, Durable Frying Pans, Professional Pots and Pans Set Cookware Silver\", \"asin\": \"B07HSKFGYQ\", \"price\": \"$229.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 16 left in stock - order soon.\"},\n{\"title\": \"Heritage Steel x Eater 10.5 Inch Frying Pan | Made in USA | 5-Ply Fully Clad Stainless Steel Pan | Stay Cool Handle Design | Induction Ready & Non-Toxic Pan\", \"asin\": \"B0CJT7H749\", \"price\": \"$99.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Farberware Brilliance Stainless Steel Frying Pan/Skillet,10 Inch, Dishwasher Safe and Induction Ready, Compatible with All Cooktops,Stainless Steel\", \"asin\": \"B0D4NZCGB7\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Apr 19 - 23 for Prime members\"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch)\", \"asin\": \"B086PHS2V8\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"DELARLO Whole Body Tri-Ply Stainless Steel Frying Pan set, 8\\u201d/10\\u201d/12\\u201d Cooking pans, Kitchen Cookware Set, Fast Heating Chef's pan with Ergonomic Handles, Suitable for All Stove\", \"asin\": \"B09PBBP8QM\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Made In Cookware - 12-Inch Stainless Steel Frying Pan - 5 Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible\", \"asin\": \"B09S158K61\", \"price\": \"$139.00\", \"delivery\": \"FREE delivery Apr 17 - 18\"},\n{\"title\": \"KitchenAid Stainless Steel Frying Pan/Skillet, 12 Inch, Brushed Stainless Steel\", \"asin\": \"B09H8J5M52\", \"price\": \"$34.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 2 left in stock (more on the way).\"},\n{\"title\": \"Le Creuset Tri-Ply Stainless Steel 8\\\" Fry Pan, Small\", \"asin\": \"B00I9AITS8\", \"price\": \"$119.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 15 left in stock - order soon.\"},\n{\"title\": \"Stainless Steel pots and pans set, 6 Piece Nonstick Kitchen Induction Cookware Set,Works with Induction/Electric and Gas Cooktops, Nonstick, Dishwasher\", \"asin\": \"B0BHXSQWH9\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"E-far Stainless Steel Baking Pan with Lid, 12\\u2153 x 9\\u00be x 2 Inch Rectangle Sheet Cake Pans with Covers Bakeware for Cakes Brownies Casseroles, Non-toxic & Healthy, Heavy Duty & Dishwasher Safe - Set of 2\", \"asin\": \"B089NF1P8C\", \"price\": \"$23.74\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Caraway Stainless Steel Fry Pan (1.05 qt, 8\\\") - 5-Ply Stainless Steel Pan - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free\", \"asin\": \"B0CPJTDCR2\", \"price\": \"$125.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"T-fal Pro Tri-Ply Stainless Steel Cookware Set 3 Piece, Induction Compatible, Oven Safe 500F, Fast & Even Heat, Professional Quality & Durability, Pots & Pans Set, Fry Pan Set, Dishwasher Safe, Silver\", \"asin\": \"B0DB48Q46L\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Apr 25 - May 2 for Prime members\"},\n{\"title\": \"Guy Fieri's Flavortown 10.3\\\" Stainless Steel Fry Pan - Premium Non-Toxic Three-Layer Skillet, Oven-Safe up to 500F\", \"asin\": \"B0DJGC3G4D\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"CAROTE 7 Pcs Stainless Steel Cookware Set, 3-ply Base Induction Available Stainless Steel Pots and Pans Set, Tempered Glass Lids, Induction Kitchen Cookware Sets, Stay-Cool Handles\", \"asin\": \"B0DLWP2FJP\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"KOCH SYSTEME CS Stainless Steel Pan with Lid, 8 Inch Steel Skillets with Nonstick White Ceramic Coating, Stainless Steel Frying Pan with Lid, Small Frying Pans 8\\\", Induction Compatible\", \"asin\": \"B0DBQFJ83C\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"DELARLO Tri-Ply Stainless Steel Pan with Lid 12inch\\u4e28Compatible with All Cooktops Up to 600\\u2109\\u4e28Stainless Steel Skillet 12 inch\\u4e28Heavy Duty\\u4e28Frying Pan with Lid\\u4e2818/10 Large Cooking Surface\\u4e28Omelette Pan\", \"asin\": \"B0C65C16YB\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Babish 12 Inch Stainless Steel Triply Professional Grade Fry Pan w/Stainless Lid\", \"asin\": \"B0BGQ6S4W4\", \"price\": \"$67.89\", \"delivery\": \"FREE delivery Tue, Apr 15\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T06:35:18.020Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-13T06:35:18.020Z
click_product
B0DB42KNBC
rule
train
2,776
2025-04-13T06:35:18.020Z
click_product
B0DB42KNBC
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:01:43.860Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:28.291Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:02:54.239Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:54.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:58.571Z", "action": "input", "action_argument": "bag"} {"timestamp": "2025-04-12T04:03:00.956Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:03:23.008Z", "action": "input", "action_argument": "hefty ultra strong 13 gallon trash bags"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-13T06:34:29.262Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:43.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:50.655Z", "action": "input", "action_argument": "stainless steel pan"} {"timestamp": "2025-04-13T06:34:51.119Z", "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": "stainless steel pan"}], "promotion_items": [{"title": "DELARLO Tri-Ply Stainless Steel Pan with Lid 12inch\u4e28Compatible with All Cooktops Up to 600\u2109\u4e28Stainless Steel Skillet 12 inch\u4e28Heavy Duty\u4e28Frying Pan with Lid\u4e2818/10 Large Cooking Surface\u4e28Omelette Pan Stainless Steel", "asin": "B0C65C16YB", "price": "$36.99", "quantity": ""}, {"title": "Made In Cookware - 10-Inch Stainless Steel Frying Pan - 5 Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible Stainless Steel", "asin": "B09S12WX42", "price": "$119.50", "quantity": ""}, {"title": "Misen 5-Ply Stainless Steel 10\" Frying Pan - Professional Cookware for Induction, Gas and Electric - Dishwasher Safe, Oven Safe to 800\u00b0F - Durable, Versatile, Even Heating ", "asin": "B08WRWNGZQ", "price": "$89.00", "quantity": ""}, {"title": "Tri-Ply Fully Bonded Stainless Steel 12Inch Frying Pan With Lid, Up to 600\u2109 Full Clad, Large Cooking Surface for Searing, Induction Ready, Dishwasher and Oven Safe Stainless Steel", "asin": "B0CJY31QY2", "price": "$33.00", "quantity": ""}, {"title": "Stainless Steel Frying Pan Nonstick Frying Pan with Lid 10 Inch Honeycomb Stainless Steel Skillet Woks Pan for Gas Electric Induction Ceramic Stoves and Oven Stainless Steel", "asin": "B0CHJ9CM4Y", "price": "$49.99", "quantity": ""}, {"title": "Tri-Ply Stainless Steel Frying Pan Set with Lid,9.5Inch 11Inch Nonstick Honeycomb Stainless Steel Cooking Pan Set of 2 Skillet Works Pan for Cooking with Induction Gas Stovetops Stainless Steel", "asin": "B0DBHJLGJF", "price": "$80.99", "quantity": ""}, {"title": "DELARLO Tri-Ply Stainless Steel Pan with Lid 12inch\u4e28Compatible with All Cooktops Up to 600\u2109\u4e28Stainless Steel Skillet 12 inch\u4e28Heavy Duty\u4e28Frying Pan with Lid\u4e2818/10 Large Cooking Surface\u4e28Omelette Pan Stainless Steel", "asin": "B0C65C16YB", "price": "$36.99", "quantity": ""}, {"title": "Stainless Steel Frying Pan Set with Lid 8.6inch and 12inch Titanium Ceramic Nonstick Frying Pan Kitchen Cookware Set Skillet with Stay-Cool Handle Non Toxic PFOA Free Suitable for All Stove ", "asin": "B0DKDT1VNT", "price": "$80.99", "quantity": ""}, {"title": "Non Stick Frying Pans with lid, 12 inch Hybrid Frying Pans Nonstick,non stick Stainless Steel Skillets, Dishwasher and Oven-Safe Chef Pan, Induction Compatible Cooking Pan, PFOA Free Cookware Stainless Steel", "asin": "B0F271B1YC", "price": "$59.99", "quantity": ""}, {"title": "Stainless Steel Crepe Pan - 12 Inch Nonstick Crepe Pan, Stainless Steel Honeycomb Coating Pancake Pan, Non Stick Flat Skillet Tawa Dosa Tortilla Griddle Pan, Induction Compatible, PFOA Free Stainless Steel", "asin": "B0CYC7Y7M9", "price": "$46.99", "quantity": ""}, {"title": "SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch) Stainless Steel, Bakelite", "asin": "B086PHS2V8", "price": "$17.99", "quantity": ""}, {"title": "SENSARTE Nonstick Skillet, Deep Frying Pan 10/11/12-inch, Saute Pan with Lid, Stay-cool Handle, Healthy Stone Cookware Cooking Pan, Induction Compatible, PFOA Free (10-Inch/3.5QT) ", "asin": "B08RMNG3HD", "price": "$29.99", "quantity": ""}], "search_results": [{"title": "Amazon Basics 2-Piece Oven Safe, Riveted Handle Stainless Steel Induction Frying Pan Set - Silver, 8-inch & 10-inch", "asin": "B07Y3KHWKQ", "price": "$42.99", "delivery": " FREE delivery Tue, Apr 15 "}, {"title": "DELARLO Tri-Ply Stainless Steel 12inch Frying Pan, All Cooktops Compatible Up to 600\u2109, Oven Safe Induction Skillet, 12.5 inch Non toxic Cooking Surface, Fast & Even Heat, Durable Cookware", "asin": "B09PBBDYM3", "price": "$28.99", "delivery": " Two-DayFREE delivery Mon, Apr 14 "}, {"title": "12 inch Tri-Ply Stainless Steel Pan,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops", "asin": "B0F3JPZ6WV", "price": "$29.99", "delivery": " Two-DayFREE delivery Mon, Apr 14 "}, {"title": "Tri-Ply Fully Bonded Stainless Steel 12Inch Frying Pan With Lid, Up to 600\u2109 Full Clad, Large Cooking Surface for Searing, Induction Ready, Dishwasher and Oven Safe", "asin": "B0CJY31QY2", "price": "$33.00", "delivery": " Two-DayFREE delivery Mon, Apr 14 "}, {"title": "Made In Cookware - 10-Inch Stainless Steel Frying Pan - 5 Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible", "asin": "B09S12WX42", "price": "$119.50", "delivery": "FREE delivery Apr 17 - 18 "}, {"title": "Cuisinart 722-20 8-Inch Chef's-Classic-Stainless-Cookware-Collection, 8\", Open Skillet", "asin": "B00008CM6A", "price": "$19.95", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Tramontina Seattle Tri-Ply Clad Stainless Steel 12-Inch Large Frying Pan, Induction-Ready Skillet, Dishwasher-Safe, NSF-Certified, Made in Brazil", "asin": "B00JAP44MQ", "price": "$34.99", "delivery": "FREE delivery Sat, Apr 19 for Prime members"}, {"title": "T-fal Essentials Stainless Steel Fry Pan Set 2 Piece, 8\" and 10.5\", Induction Compatible Oven Safe 350F, Pots and Pans Set, Cooking Skillets, Cookware, Kitchen Frying Pans, Dishwasher Safe Silver/Blue", "asin": "B0DDR3Q493", "price": "$28.16", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "12 Inch Tri-Ply Stainless Steel Frying Pan, Skillet, Induction Cooking Pan, Dishwasher and Oven Safe, Fast & Even Heat, Heavy Duty and Detachable Handle", "asin": "B0DQ8L5MJ1", "price": "$27.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Ecolution Classic Stainless Steel Fry Pan, Professional Quality Saut\u00e9, Encapsulated Base, Comfort Grip Riveted Handles, All Cooktop Safe, Oven Safe, Dishwasher Safe, 8-Inch", "asin": "B0CQ12VD44", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "12 inch Tri-Ply Stainless Steel Frying Pan with LID,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops", "asin": "B0DZPHCXHR", "price": "$37.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Amazon Basics 2-Piece Non-Stick Stainless Steel Fry Pan Set, 8-inch and 10-inch", "asin": "B07Y3LF6WN", "price": "$32.75", "delivery": " Two-DayFREE delivery Mon, Apr 14 "}, {"title": "Winco AFP-10S Commercial-Grade Aluminium Fry Pan/Skillet, 10\", Silver", "asin": "B0C6WMC42X", "price": "$25.02", "delivery": " Two-DayFREE delivery Mon, Apr 14 "}, {"title": "Winco Commercial-Grade Stainless Steel Fry Pan, Natural Finish, 8\"", "asin": "B001ASB16I", "price": "$18.78", "delivery": " One-DayFREE delivery Tomorrow, Apr 13 "}, {"title": "P&P CHEF Tri-Ply Stockpot and Saucepan, Stainless Steel Sauce Pan with Lid, Cooking Induction Pot, Kitchen Cookware for All Stoves, Non-Toxic, Durable & Dishwasher Safe, 3 Quart, 1 Piece", "asin": "B0C5GFNLXQ", "price": "$21.99", "delivery": " Two-DayFREE delivery Mon, Apr 14 "}, {"title": "Tri-Ply Stainless Steel Frying Pan 3QT, 10 Inch Deep Frying Pan with lids, Skillet, Induction Cooking Pan, Dishwasher and Oven Safe, Fast & Even Heat, Heavy Duty and Detachable Handle", "asin": "B0DQ8G3TTD", "price": "$29.49", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Cuisinart Contour Stainless 8-Inch Open Skillet", "asin": "B003CT33ZU", "price": "$19.95", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "T-Fal Pro Tri-Ply Stainless Steel Fry Pan 12 Inch, Induction Compatible, Oven Safe 500F, Fast & Even Heat, Professional Quality & Durability, Frying Pan, Skillet, Cookware, Dishwasher Safe, Silver", "asin": "B0DB42KNBC", "price": "$27.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "DELARLO Tri-Ply Stainless Steel Pan, 12 inch Frying Pan with Lid, Compatible with All Cooktops Up to 600\u2109, Fast & Even Heat, Skillet, Induction Cookware, Cooking Pan, Stir Fry Pan, Dishwasher Safe Pan", "asin": "B0BNKHN6L2", "price": "$45.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Winco AFP-10A Commercial-Grade Aluminium Fry Pan/Skillet, 10\", Silver", "asin": "B00AJ48UQS", "price": "$22.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 13 "}, {"title": "Winco AFP-8A Commercial-Grade Aluminium Fry Pan/Skillet, 8\", Silver", "asin": "B0C6WGFQDP", "price": "$18.22", "delivery": " Two-DayFREE delivery Mon, Apr 14 "}, {"title": "Duxtop Professional Stainless Steel Fry Pan, Induction Ready Cookware with Impact-bonded Technology, 9.5 Inches", "asin": "B00GBW23AQ", "price": "$29.99", "delivery": " Two-DayFREE delivery Mon, Apr 14 "}, {"title": "WINCO Tri-Ply Frying Pan, Silver", "asin": "B07BQQC3W3", "price": "$35.61", "delivery": " FREE delivery Tue, Apr 15 Only 8 left in stock (more on the way)."}, {"title": "Amazon Basics 2-Piece Oven Safe, Riveted Handle Stainless Steel Induction Frying Pan Set - Silver, 8-inch & 10-inch", "asin": "B07Y3KHWKQ", "price": "$42.99", "delivery": "FREE delivery Tue, Apr 15"}, {"title": "All-Clad D3 Stainless Steel Frying Pan with Lid, Tri-Ply Bonded, 12-Inch, Silver", "asin": "B00FUF5K8W", "price": "$129.95", "delivery": "FREE delivery Tue, Apr 15"}, {"title": "Cuisinart 1.5 Quart Saucepan w/Cover, Chef's Classic Stainless Steel Cookware Collection, 719-16", "asin": "B00008CM69", "price": "$17.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Calphalon Classic\u2122 Stainless Steel 10-Piece Cookware Set", "asin": "B00HQWONBW", "price": "$132.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "TeamFar 2 qt Saucepan with Lid, Stainless Steel Small Sauce Milk Pan with Tri-ply Bottom for Induction/Gas/Electric/Ceramic, Healthy & Heavy Duty, Mirror Finish & Straight Side, Dishwasher Safe", "asin": "B0D22HPZ59", "price": "$17.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 13 "}, {"title": "Cuisinart 12 Inch Skillet with Glass Cover, Chef's Classic Collection, 722-30G", "asin": "B0078P9D8U", "price": "$44.95", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "12 inch Tri-Ply Stainless Steel Pan,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops", "asin": "B0DC68KKYY", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Cuisinart Professional Stainless Skillet, 8-Inch", "asin": "B00NAU8VTO", "price": "$22.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "LOLYKITCH 10 Inch Tri-ply Stainless Steel Frying Pan with Lid,Skillet,Induction Cooking Pan,Dishwasher and Oven Safe,Detachable Handle.", "asin": "B0C6JSR2QS", "price": "$36.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Tri-Ply Stainless Steel Frying Pan Set, 8 Inch and 10Inch, Skillet set, Durable, Cooking Pan 8\" 10\", Induction Ready Egg Pan, Compatible with All Cooktops Up to 600\u2109", "asin": "B0CJY98DQY", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Lodge 10.25 Inch Cast Iron Pre-Seasoned Skillet \u2013 Signature Teardrop Handle - Use in the Oven, on the Stove, on the Grill, or Over a Campfire, Black", "asin": "B00006JSUA", "price": "$24.55", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Cuisinart 11-Piece Cookware Set, Chef's Classic Stainless Steel Collection 77-11G", "asin": "B005H05SXM", "price": "$153.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Cuisinart 7-Piece Cookware Set, Chef's Classic Stainless Steel Collection, 77-7P1", "asin": "B00008CM67", "price": "$94.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Cuisinart Stainless Steel, 5.5 Quart Saut\u00e9 Pan w/ Cover, Helper Handle, Chef's Classic, 733-30H", "asin": "B00008CM6B", "price": "$59.95", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "LOLYKITCH 5 Quarts Tri-Ply Stainless Steel Saut\u00e9 Pan wih Lid, 12 Inch Deep Frying Pan,Jumbo Cooker,Induction Cooking Pan,Dishwasher and Oven Safe,Detachable Handle.", "asin": "B0DL6D5FHR", "price": "$39.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Ninja Everclad Commercial-Grade Stainless Steel 12\" Fry Pan, Tri-Ply Pans, Oven Safe to 600\u00b0F, All Stovetops & Induction Compatible, Stainless, C90030", "asin": "B0C74M2JY5", "price": "$69.99", "delivery": "FREE delivery Tue, Apr 15"}, {"title": "Cuisinart Professional Stainless Skillet with Helper, 12-Inch", "asin": "B00NAU9058", "price": "$56.21", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Cuisinart Contour Stainless 12-Inch Everyday Pan with Glass Cover", "asin": "B005H05SU0", "price": "$39.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Non Stick Frying Pans with lid, 12 inch Hybrid Frying Pans Nonstick,non stick Stainless Steel Skillets, Dishwasher and Oven-Safe Chef Pan, Induction Compatible Cooking Pan, PFOA Free Cookware", "asin": "B0F271B1YC", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "LOLYKITCH 8.5-10 Inch Tri-ply Stainless Steel Frying Pans Set with Lid,Skillets,Induction Chef's Cooking Pan,Pots and Pans Set,Dishwasher and Oven Safe,10 Inch Pan with Lid.", "asin": "B0CNN4VF98", "price": "$55.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Vevor 4 Pack Hotel Pan 3.7\" Deep Steam Table Pan Full Size with Lid 20.8\" L x 13\" W, 22 Gauge Stainless Steel Anti Jam Table Pan : Industrial & Scientific", "asin": "B07PCJQJGX", "price": "$56.99", "delivery": "FREE delivery Sat, Apr 19 for Prime members"}, {"title": "Suteck Stainless Steel Fry Pan Set - 8 & 10 Inch Stainless Steel Frying Pans, Tri-Ply Induction Compatible Skillet Set, Oven Safe to 500\u00b0F, Dishwasher Safe, Even Heat Distribution", "asin": "B07TDQY4Y8", "price": "$40.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "All-Clad D3 3-Ply Stainless Steel Fry Pan Set 2 Piece, 10, 12 Inch, Induction Oven Broiler Safe 600F, Kitchen Cooking Set, Skillets, Durable Frying Pans, Professional Pots and Pans Set Cookware Silver", "asin": "B07HSKFGYQ", "price": "$229.99", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 16 left in stock - order soon."}, {"title": "Heritage Steel x Eater 10.5 Inch Frying Pan | Made in USA | 5-Ply Fully Clad Stainless Steel Pan | Stay Cool Handle Design | Induction Ready & Non-Toxic Pan", "asin": "B0CJT7H749", "price": "$99.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Farberware Brilliance Stainless Steel Frying Pan/Skillet,10 Inch, Dishwasher Safe and Induction Ready, Compatible with All Cooktops,Stainless Steel", "asin": "B0D4NZCGB7", "price": "$24.99", "delivery": "FREE delivery Apr 19 - 23 for Prime members"}, {"title": "SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch)", "asin": "B086PHS2V8", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "DELARLO Whole Body Tri-Ply Stainless Steel Frying Pan set, 8\u201d/10\u201d/12\u201d Cooking pans, Kitchen Cookware Set, Fast Heating Chef's pan with Ergonomic Handles, Suitable for All Stove", "asin": "B09PBBP8QM", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "Made In Cookware - 12-Inch Stainless Steel Frying Pan - 5 Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible", "asin": "B09S158K61", "price": "$139.00", "delivery": "FREE delivery Apr 17 - 18"}, {"title": "KitchenAid Stainless Steel Frying Pan/Skillet, 12 Inch, Brushed Stainless Steel", "asin": "B09H8J5M52", "price": "$34.00", "delivery": "FREE delivery Tue, Apr 15 Only 2 left in stock (more on the way)."}, {"title": "Le Creuset Tri-Ply Stainless Steel 8\" Fry Pan, Small", "asin": "B00I9AITS8", "price": "$119.95", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 15 left in stock - order soon."}, {"title": "Stainless Steel pots and pans set, 6 Piece Nonstick Kitchen Induction Cookware Set,Works with Induction/Electric and Gas Cooktops, Nonstick, Dishwasher", "asin": "B0BHXSQWH9", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "E-far Stainless Steel Baking Pan with Lid, 12\u2153 x 9\u00be x 2 Inch Rectangle Sheet Cake Pans with Covers Bakeware for Cakes Brownies Casseroles, Non-toxic & Healthy, Heavy Duty & Dishwasher Safe - Set of 2", "asin": "B089NF1P8C", "price": "$23.74", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Caraway Stainless Steel Fry Pan (1.05 qt, 8\") - 5-Ply Stainless Steel Pan - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free", "asin": "B0CPJTDCR2", "price": "$125.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "T-fal Pro Tri-Ply Stainless Steel Cookware Set 3 Piece, Induction Compatible, Oven Safe 500F, Fast & Even Heat, Professional Quality & Durability, Pots & Pans Set, Fry Pan Set, Dishwasher Safe, Silver", "asin": "B0DB48Q46L", "price": "$69.99", "delivery": "FREE delivery Apr 25 - May 2 for Prime members"}, {"title": "Guy Fieri's Flavortown 10.3\" Stainless Steel Fry Pan - Premium Non-Toxic Three-Layer Skillet, Oven-Safe up to 500F", "asin": "B0DJGC3G4D", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "CAROTE 7 Pcs Stainless Steel Cookware Set, 3-ply Base Induction Available Stainless Steel Pots and Pans Set, Tempered Glass Lids, Induction Kitchen Cookware Sets, Stay-Cool Handles", "asin": "B0DLWP2FJP", "price": "$59.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "KOCH SYSTEME CS Stainless Steel Pan with Lid, 8 Inch Steel Skillets with Nonstick White Ceramic Coating, Stainless Steel Frying Pan with Lid, Small Frying Pans 8\", Induction Compatible", "asin": "B0DBQFJ83C", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}, {"title": "DELARLO Tri-Ply Stainless Steel Pan with Lid 12inch\u4e28Compatible with All Cooktops Up to 600\u2109\u4e28Stainless Steel Skillet 12 inch\u4e28Heavy Duty\u4e28Frying Pan with Lid\u4e2818/10 Large Cooking Surface\u4e28Omelette Pan", "asin": "B0C65C16YB", "price": "$36.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"}, {"title": "Babish 12 Inch Stainless Steel Triply Professional Grade Fry Pan w/Stainless Lid", "asin": "B0BGQ6S4W4", "price": "$67.89", "delivery": "FREE delivery Tue, Apr 15"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-13T06:35:18.020Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-13T06:35:18.020Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DB42KNBC\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-13T06:35:18.020Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DB42KNBC\",}</answer>", "index": 2776, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"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\": \"stainless steel pan\"}],\n\"promotion_items\": [{\"title\": \"DELARLO Tri-Ply Stainless Steel Pan with Lid 12inch\\u4e28Compatible with All Cooktops Up to 600\\u2109\\u4e28Stainless Steel Skillet 12 inch\\u4e28Heavy Duty\\u4e28Frying Pan with Lid\\u4e2818/10 Large Cooking Surface\\u4e28Omelette Pan Stainless Steel\", \"asin\": \"B0C65C16YB\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Made In Cookware - 10-Inch Stainless Steel Frying Pan - 5 Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible Stainless Steel\", \"asin\": \"B09S12WX42\", \"price\": \"$119.50\", \"quantity\": \"\"},\n{\"title\": \"Misen 5-Ply Stainless Steel 10\\\" Frying Pan - Professional Cookware for Induction, Gas and Electric - Dishwasher Safe, Oven Safe to 800\\u00b0F - Durable, Versatile, Even Heating \", \"asin\": \"B08WRWNGZQ\", \"price\": \"$89.00\", \"quantity\": \"\"},\n{\"title\": \"Tri-Ply Fully Bonded Stainless Steel 12Inch Frying Pan With Lid, Up to 600\\u2109 Full Clad, Large Cooking Surface for Searing, Induction Ready, Dishwasher and Oven Safe Stainless Steel\", \"asin\": \"B0CJY31QY2\", \"price\": \"$33.00\", \"quantity\": \"\"},\n{\"title\": \"Stainless Steel Frying Pan Nonstick Frying Pan with Lid 10 Inch Honeycomb Stainless Steel Skillet Woks Pan for Gas Electric Induction Ceramic Stoves and Oven Stainless Steel\", \"asin\": \"B0CHJ9CM4Y\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Tri-Ply Stainless Steel Frying Pan Set with Lid,9.5Inch 11Inch Nonstick Honeycomb Stainless Steel Cooking Pan Set of 2 Skillet Works Pan for Cooking with Induction Gas Stovetops Stainless Steel\", \"asin\": \"B0DBHJLGJF\", \"price\": \"$80.99\", \"quantity\": \"\"},\n{\"title\": \"DELARLO Tri-Ply Stainless Steel Pan with Lid 12inch\\u4e28Compatible with All Cooktops Up to 600\\u2109\\u4e28Stainless Steel Skillet 12 inch\\u4e28Heavy Duty\\u4e28Frying Pan with Lid\\u4e2818/10 Large Cooking Surface\\u4e28Omelette Pan Stainless Steel\", \"asin\": \"B0C65C16YB\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Stainless Steel Frying Pan Set with Lid 8.6inch and 12inch Titanium Ceramic Nonstick Frying Pan Kitchen Cookware Set Skillet with Stay-Cool Handle Non Toxic PFOA Free Suitable for All Stove \", \"asin\": \"B0DKDT1VNT\", \"price\": \"$80.99\", \"quantity\": \"\"},\n{\"title\": \"Non Stick Frying Pans with lid, 12 inch Hybrid Frying Pans Nonstick,non stick Stainless Steel Skillets, Dishwasher and Oven-Safe Chef Pan, Induction Compatible Cooking Pan, PFOA Free Cookware Stainless Steel\", \"asin\": \"B0F271B1YC\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Stainless Steel Crepe Pan - 12 Inch Nonstick Crepe Pan, Stainless Steel Honeycomb Coating Pancake Pan, Non Stick Flat Skillet Tawa Dosa Tortilla Griddle Pan, Induction Compatible, PFOA Free Stainless Steel\", \"asin\": \"B0CYC7Y7M9\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch) Stainless Steel, Bakelite\", \"asin\": \"B086PHS2V8\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Skillet, Deep Frying Pan 10/11/12-inch, Saute Pan with Lid, Stay-cool Handle, Healthy Stone Cookware Cooking Pan, Induction Compatible, PFOA Free (10-Inch/3.5QT) \", \"asin\": \"B08RMNG3HD\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Amazon Basics 2-Piece Oven Safe, Riveted Handle Stainless Steel Induction Frying Pan Set - Silver, 8-inch & 10-inch\", \"asin\": \"B07Y3KHWKQ\", \"price\": \"$42.99\", \"delivery\": \" FREE delivery Tue, Apr 15 \"},\n{\"title\": \"DELARLO Tri-Ply Stainless Steel 12inch Frying Pan, All Cooktops Compatible Up to 600\\u2109, Oven Safe Induction Skillet, 12.5 inch Non toxic Cooking Surface, Fast & Even Heat, Durable Cookware\", \"asin\": \"B09PBBDYM3\", \"price\": \"$28.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"12 inch Tri-Ply Stainless Steel Pan,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0F3JPZ6WV\", \"price\": \"$29.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Tri-Ply Fully Bonded Stainless Steel 12Inch Frying Pan With Lid, Up to 600\\u2109 Full Clad, Large Cooking Surface for Searing, Induction Ready, Dishwasher and Oven Safe\", \"asin\": \"B0CJY31QY2\", \"price\": \"$33.00\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Made In Cookware - 10-Inch Stainless Steel Frying Pan - 5 Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible\", \"asin\": \"B09S12WX42\", \"price\": \"$119.50\", \"delivery\": \"FREE delivery Apr 17 - 18 \"},\n{\"title\": \"Cuisinart 722-20 8-Inch Chef's-Classic-Stainless-Cookware-Collection, 8\\\", Open Skillet\", \"asin\": \"B00008CM6A\", \"price\": \"$19.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Tramontina Seattle Tri-Ply Clad Stainless Steel 12-Inch Large Frying Pan, Induction-Ready Skillet, Dishwasher-Safe, NSF-Certified, Made in Brazil\", \"asin\": \"B00JAP44MQ\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"T-fal Essentials Stainless Steel Fry Pan Set 2 Piece, 8\\\" and 10.5\\\", Induction Compatible Oven Safe 350F, Pots and Pans Set, Cooking Skillets, Cookware, Kitchen Frying Pans, Dishwasher Safe Silver/Blue\", \"asin\": \"B0DDR3Q493\", \"price\": \"$28.16\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"12 Inch Tri-Ply Stainless Steel Frying Pan, Skillet, Induction Cooking Pan, Dishwasher and Oven Safe, Fast & Even Heat, Heavy Duty and Detachable Handle\", \"asin\": \"B0DQ8L5MJ1\", \"price\": \"$27.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Ecolution Classic Stainless Steel Fry Pan, Professional Quality Saut\\u00e9, Encapsulated Base, Comfort Grip Riveted Handles, All Cooktop Safe, Oven Safe, Dishwasher Safe, 8-Inch\", \"asin\": \"B0CQ12VD44\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"12 inch Tri-Ply Stainless Steel Frying Pan with LID,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0DZPHCXHR\", \"price\": \"$37.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Amazon Basics 2-Piece Non-Stick Stainless Steel Fry Pan Set, 8-inch and 10-inch\", \"asin\": \"B07Y3LF6WN\", \"price\": \"$32.75\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Winco AFP-10S Commercial-Grade Aluminium Fry Pan/Skillet, 10\\\", Silver\", \"asin\": \"B0C6WMC42X\", \"price\": \"$25.02\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Winco Commercial-Grade Stainless Steel Fry Pan, Natural Finish, 8\\\"\", \"asin\": \"B001ASB16I\", \"price\": \"$18.78\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 13 \"},\n{\"title\": \"P&P CHEF Tri-Ply Stockpot and Saucepan, Stainless Steel Sauce Pan with Lid, Cooking Induction Pot, Kitchen Cookware for All Stoves, Non-Toxic, Durable & Dishwasher Safe, 3 Quart, 1 Piece\", \"asin\": \"B0C5GFNLXQ\", \"price\": \"$21.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Tri-Ply Stainless Steel Frying Pan 3QT, 10 Inch Deep Frying Pan with lids, Skillet, Induction Cooking Pan, Dishwasher and Oven Safe, Fast & Even Heat, Heavy Duty and Detachable Handle\", \"asin\": \"B0DQ8G3TTD\", \"price\": \"$29.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart Contour Stainless 8-Inch Open Skillet\", \"asin\": \"B003CT33ZU\", \"price\": \"$19.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"T-Fal Pro Tri-Ply Stainless Steel Fry Pan 12 Inch, Induction Compatible, Oven Safe 500F, Fast & Even Heat, Professional Quality & Durability, Frying Pan, Skillet, Cookware, Dishwasher Safe, Silver\", \"asin\": \"B0DB42KNBC\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"DELARLO Tri-Ply Stainless Steel Pan, 12 inch Frying Pan with Lid, Compatible with All Cooktops Up to 600\\u2109, Fast & Even Heat, Skillet, Induction Cookware, Cooking Pan, Stir Fry Pan, Dishwasher Safe Pan\", \"asin\": \"B0BNKHN6L2\", \"price\": \"$45.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Winco AFP-10A Commercial-Grade Aluminium Fry Pan/Skillet, 10\\\", Silver\", \"asin\": \"B00AJ48UQS\", \"price\": \"$22.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 13 \"},\n{\"title\": \"Winco AFP-8A Commercial-Grade Aluminium Fry Pan/Skillet, 8\\\", Silver\", \"asin\": \"B0C6WGFQDP\", \"price\": \"$18.22\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"Duxtop Professional Stainless Steel Fry Pan, Induction Ready Cookware with Impact-bonded Technology, 9.5 Inches\", \"asin\": \"B00GBW23AQ\", \"price\": \"$29.99\", \"delivery\": \" Two-DayFREE delivery Mon, Apr 14 \"},\n{\"title\": \"WINCO Tri-Ply Frying Pan, Silver\", \"asin\": \"B07BQQC3W3\", \"price\": \"$35.61\", \"delivery\": \" FREE delivery Tue, Apr 15 Only 8 left in stock (more on the way).\"},\n{\"title\": \"Amazon Basics 2-Piece Oven Safe, Riveted Handle Stainless Steel Induction Frying Pan Set - Silver, 8-inch & 10-inch\", \"asin\": \"B07Y3KHWKQ\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"All-Clad D3 Stainless Steel Frying Pan with Lid, Tri-Ply Bonded, 12-Inch, Silver\", \"asin\": \"B00FUF5K8W\", \"price\": \"$129.95\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Cuisinart 1.5 Quart Saucepan w/Cover, Chef's Classic Stainless Steel Cookware Collection, 719-16\", \"asin\": \"B00008CM69\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Calphalon Classic\\u2122 Stainless Steel 10-Piece Cookware Set\", \"asin\": \"B00HQWONBW\", \"price\": \"$132.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"TeamFar 2 qt Saucepan with Lid, Stainless Steel Small Sauce Milk Pan with Tri-ply Bottom for Induction/Gas/Electric/Ceramic, Healthy & Heavy Duty, Mirror Finish & Straight Side, Dishwasher Safe\", \"asin\": \"B0D22HPZ59\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 13 \"},\n{\"title\": \"Cuisinart 12 Inch Skillet with Glass Cover, Chef's Classic Collection, 722-30G\", \"asin\": \"B0078P9D8U\", \"price\": \"$44.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"12 inch Tri-Ply Stainless Steel Pan,PFOA&PTFE Free Skillets,Chef's Pans,Dishwasher and Oven Safe Cookware, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0DC68KKYY\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Cuisinart Professional Stainless Skillet, 8-Inch\", \"asin\": \"B00NAU8VTO\", \"price\": \"$22.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"LOLYKITCH 10 Inch Tri-ply Stainless Steel Frying Pan with Lid,Skillet,Induction Cooking Pan,Dishwasher and Oven Safe,Detachable Handle.\", \"asin\": \"B0C6JSR2QS\", \"price\": \"$36.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Tri-Ply Stainless Steel Frying Pan Set, 8 Inch and 10Inch, Skillet set, Durable, Cooking Pan 8\\\" 10\\\", Induction Ready Egg Pan, Compatible with All Cooktops Up to 600\\u2109\", \"asin\": \"B0CJY98DQY\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Lodge 10.25 Inch Cast Iron Pre-Seasoned Skillet \\u2013 Signature Teardrop Handle - Use in the Oven, on the Stove, on the Grill, or Over a Campfire, Black\", \"asin\": \"B00006JSUA\", \"price\": \"$24.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Cuisinart 11-Piece Cookware Set, Chef's Classic Stainless Steel Collection 77-11G\", \"asin\": \"B005H05SXM\", \"price\": \"$153.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart 7-Piece Cookware Set, Chef's Classic Stainless Steel Collection, 77-7P1\", \"asin\": \"B00008CM67\", \"price\": \"$94.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart Stainless Steel, 5.5 Quart Saut\\u00e9 Pan w/ Cover, Helper Handle, Chef's Classic, 733-30H\", \"asin\": \"B00008CM6B\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"LOLYKITCH 5 Quarts Tri-Ply Stainless Steel Saut\\u00e9 Pan wih Lid, 12 Inch Deep Frying Pan,Jumbo Cooker,Induction Cooking Pan,Dishwasher and Oven Safe,Detachable Handle.\", \"asin\": \"B0DL6D5FHR\", \"price\": \"$39.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Ninja Everclad Commercial-Grade Stainless Steel 12\\\" Fry Pan, Tri-Ply Pans, Oven Safe to 600\\u00b0F, All Stovetops & Induction Compatible, Stainless, C90030\", \"asin\": \"B0C74M2JY5\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Cuisinart Professional Stainless Skillet with Helper, 12-Inch\", \"asin\": \"B00NAU9058\", \"price\": \"$56.21\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Cuisinart Contour Stainless 12-Inch Everyday Pan with Glass Cover\", \"asin\": \"B005H05SU0\", \"price\": \"$39.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Non Stick Frying Pans with lid, 12 inch Hybrid Frying Pans Nonstick,non stick Stainless Steel Skillets, Dishwasher and Oven-Safe Chef Pan, Induction Compatible Cooking Pan, PFOA Free Cookware\", \"asin\": \"B0F271B1YC\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"LOLYKITCH 8.5-10 Inch Tri-ply Stainless Steel Frying Pans Set with Lid,Skillets,Induction Chef's Cooking Pan,Pots and Pans Set,Dishwasher and Oven Safe,10 Inch Pan with Lid.\", \"asin\": \"B0CNN4VF98\", \"price\": \"$55.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Vevor 4 Pack Hotel Pan 3.7\\\" Deep Steam Table Pan Full Size with Lid 20.8\\\" L x 13\\\" W, 22 Gauge Stainless Steel Anti Jam Table Pan : Industrial & Scientific\", \"asin\": \"B07PCJQJGX\", \"price\": \"$56.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"Suteck Stainless Steel Fry Pan Set - 8 & 10 Inch Stainless Steel Frying Pans, Tri-Ply Induction Compatible Skillet Set, Oven Safe to 500\\u00b0F, Dishwasher Safe, Even Heat Distribution\", \"asin\": \"B07TDQY4Y8\", \"price\": \"$40.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"All-Clad D3 3-Ply Stainless Steel Fry Pan Set 2 Piece, 10, 12 Inch, Induction Oven Broiler Safe 600F, Kitchen Cooking Set, Skillets, Durable Frying Pans, Professional Pots and Pans Set Cookware Silver\", \"asin\": \"B07HSKFGYQ\", \"price\": \"$229.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 16 left in stock - order soon.\"},\n{\"title\": \"Heritage Steel x Eater 10.5 Inch Frying Pan | Made in USA | 5-Ply Fully Clad Stainless Steel Pan | Stay Cool Handle Design | Induction Ready & Non-Toxic Pan\", \"asin\": \"B0CJT7H749\", \"price\": \"$99.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Farberware Brilliance Stainless Steel Frying Pan/Skillet,10 Inch, Dishwasher Safe and Induction Ready, Compatible with All Cooktops,Stainless Steel\", \"asin\": \"B0D4NZCGB7\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Apr 19 - 23 for Prime members\"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch)\", \"asin\": \"B086PHS2V8\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"DELARLO Whole Body Tri-Ply Stainless Steel Frying Pan set, 8\\u201d/10\\u201d/12\\u201d Cooking pans, Kitchen Cookware Set, Fast Heating Chef's pan with Ergonomic Handles, Suitable for All Stove\", \"asin\": \"B09PBBP8QM\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Made In Cookware - 12-Inch Stainless Steel Frying Pan - 5 Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible\", \"asin\": \"B09S158K61\", \"price\": \"$139.00\", \"delivery\": \"FREE delivery Apr 17 - 18\"},\n{\"title\": \"KitchenAid Stainless Steel Frying Pan/Skillet, 12 Inch, Brushed Stainless Steel\", \"asin\": \"B09H8J5M52\", \"price\": \"$34.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 2 left in stock (more on the way).\"},\n{\"title\": \"Le Creuset Tri-Ply Stainless Steel 8\\\" Fry Pan, Small\", \"asin\": \"B00I9AITS8\", \"price\": \"$119.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 15 left in stock - order soon.\"},\n{\"title\": \"Stainless Steel pots and pans set, 6 Piece Nonstick Kitchen Induction Cookware Set,Works with Induction/Electric and Gas Cooktops, Nonstick, Dishwasher\", \"asin\": \"B0BHXSQWH9\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"E-far Stainless Steel Baking Pan with Lid, 12\\u2153 x 9\\u00be x 2 Inch Rectangle Sheet Cake Pans with Covers Bakeware for Cakes Brownies Casseroles, Non-toxic & Healthy, Heavy Duty & Dishwasher Safe - Set of 2\", \"asin\": \"B089NF1P8C\", \"price\": \"$23.74\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Caraway Stainless Steel Fry Pan (1.05 qt, 8\\\") - 5-Ply Stainless Steel Pan - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free\", \"asin\": \"B0CPJTDCR2\", \"price\": \"$125.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"T-fal Pro Tri-Ply Stainless Steel Cookware Set 3 Piece, Induction Compatible, Oven Safe 500F, Fast & Even Heat, Professional Quality & Durability, Pots & Pans Set, Fry Pan Set, Dishwasher Safe, Silver\", \"asin\": \"B0DB48Q46L\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Apr 25 - May 2 for Prime members\"},\n{\"title\": \"Guy Fieri's Flavortown 10.3\\\" Stainless Steel Fry Pan - Premium Non-Toxic Three-Layer Skillet, Oven-Safe up to 500F\", \"asin\": \"B0DJGC3G4D\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"CAROTE 7 Pcs Stainless Steel Cookware Set, 3-ply Base Induction Available Stainless Steel Pots and Pans Set, Tempered Glass Lids, Induction Kitchen Cookware Sets, Stay-Cool Handles\", \"asin\": \"B0DLWP2FJP\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"KOCH SYSTEME CS Stainless Steel Pan with Lid, 8 Inch Steel Skillets with Nonstick White Ceramic Coating, Stainless Steel Frying Pan with Lid, Small Frying Pans 8\\\", Induction Compatible\", \"asin\": \"B0DBQFJ83C\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"DELARLO Tri-Ply Stainless Steel Pan with Lid 12inch\\u4e28Compatible with All Cooktops Up to 600\\u2109\\u4e28Stainless Steel Skillet 12 inch\\u4e28Heavy Duty\\u4e28Frying Pan with Lid\\u4e2818/10 Large Cooking Surface\\u4e28Omelette Pan\", \"asin\": \"B0C65C16YB\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Babish 12 Inch Stainless Steel Triply Professional Grade Fry Pan w/Stainless Lid\", \"asin\": \"B0BGQ6S4W4\", \"price\": \"$67.89\", \"delivery\": \"FREE delivery Tue, Apr 15\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T06:35:18.020Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\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\": \"2025-04-13T08:10:23.124Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-13T08:10:23.124Z
input
non stick pan
rule
train
2,777
2025-04-13T08:10:23.124Z
input
non stick pan
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:01:43.860Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:28.291Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:02:54.239Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:54.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:58.571Z", "action": "input", "action_argument": "bag"} {"timestamp": "2025-04-12T04:03:00.956Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:03:23.008Z", "action": "input", "action_argument": "hefty ultra strong 13 gallon trash bags"} {"timestamp": "2025-04-13T06:34:29.262Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:43.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:50.655Z", "action": "input", "action_argument": "stainless steel pan"} {"timestamp": "2025-04-13T06:34:51.119Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:35:18.020Z", "action": "click_product", "action_argument": "B0DB42KNBC"} <|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": "2025-04-13T08:10:23.124Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-13T08:10:23.124Z\",\"action\": \"input\",\"acion_argument\": \"non stick pan\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-13T08:10:23.124Z\",\"action\": \"input\",\"acion_argument\": \"non stick pan\",}</answer>", "index": 2777, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\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\": \"2025-04-13T08:10:23.124Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"non stick pan\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T08:10:23.335Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-13T08:10:23.335Z
click
search
rule
train
2,778
2025-04-13T08:10:23.335Z
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": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:01:43.860Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:28.291Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:02:54.239Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:54.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:58.571Z", "action": "input", "action_argument": "bag"} {"timestamp": "2025-04-12T04:03:00.956Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:03:23.008Z", "action": "input", "action_argument": "hefty ultra strong 13 gallon trash bags"} {"timestamp": "2025-04-13T06:34:29.262Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:43.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:50.655Z", "action": "input", "action_argument": "stainless steel pan"} {"timestamp": "2025-04-13T06:34:51.119Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:35:18.020Z", "action": "click_product", "action_argument": "B0DB42KNBC"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-13T08:10:23.124Z", "action": "input", "action_argument": "non stick pan"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "non stick pan"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-13T08:10:23.335Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-13T08:10:23.335Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-13T08:10:23.335Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2778, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"non stick pan\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T08:10:23.335Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n{\"timestamp\": \"2025-04-13T08:10:23.335Z\", \"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\": \"non stick pan\"}],\n\"promotion_items\": [{\"title\": \"HexClad Hybrid Nonstick 5.5-Quart Deep Saut\\u00e9 Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops \", \"asin\": \"B0CLHLDB84\", \"price\": \"$209.00\", \"quantity\": \"\"},\n{\"title\": \"HexClad Hybrid Nonstick 7-Inch Frying Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops \", \"asin\": \"B0CLHK7X9G\", \"price\": \"$129.00\", \"quantity\": \"\"},\n{\"title\": \"HexClad Hybrid Nonstick 3-Quart Saucepan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops \", \"asin\": \"B0BKHB211C\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Frying Pan (2.7 qt, 10.5\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream Stainless Steel, Ceramic\", \"asin\": \"B09SRY5HYM\", \"price\": \"$95.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Saut\\u00e9 Pan with Lid (4.5 qt, 11.8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Sage Aluminum\", \"asin\": \"B09SS4KY7D\", \"price\": \"$145.00\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE 12.5 Inch Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware, PFOA Free Aluminum, Granite\", \"asin\": \"B08C9S9BG1\", \"price\": \"$34.19\", \"quantity\": \"\"},\n{\"title\": \"HexClad Hybrid Nonstick 8-Inch Frying Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops \", \"asin\": \"B09ZVDGFB2\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Carbon Steel Wok, 13-Inch, Pre-Seasoned, Non-Stick, with Lid and Spatula, Flat Bottom, Ideal for Stovetop Cooking Carbon Steel\", \"asin\": \"B0B7ML35R2\", \"price\": \"$35.14\", \"quantity\": \"\"},\n{\"title\": \"YOSUKATA Carbon Steel 11.8\\\" Stir Fry Wok Pan - Pre-Seasoned Chinese Wok with Flat Bottom for Induction Gas Stovetops - Open Fire, BBQ, Grill, Outdoor Camping Carbon Steel\", \"asin\": \"B087C33VTZ\", \"price\": \"$56.99\", \"quantity\": \"\"},\n{\"title\": \"HexClad Hybrid Nonstick 5.5-Quart Deep Saut\\u00e9 Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops \", \"asin\": \"B0CLHLDB84\", \"price\": \"$209.00\", \"quantity\": \"\"},\n{\"title\": \"HexClad Hybrid Nonstick 12-Inch Wok, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops Stainless Steel\", \"asin\": \"B07W99LJBZ\", \"price\": \"$139.00\", \"quantity\": \"\"},\n{\"title\": \"Redchef Non Stick Frying Pans, Hybrid Ceramic Frying Pan, Nonstick Skillets with Stay-Cool Handle, Non Toxic, PFAS PFOA & PTFE Free, Dishwasher & Oven Safe, Compatible with All Cooktops (8+10+12 inch) Stainless Steel, Ceramic\", \"asin\": \"B0DS67R4TY\", \"price\": \"$99.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"HexClad Hybrid Nonstick 4.5-Quart Deep Saut\\u00e9 Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops\", \"asin\": \"B0D6HLG8V1\"},\n{\"title\": \"HexClad Hybrid Nonstick 10-Inch Frying Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops\", \"asin\": \"B09Y25BY8G\"},\n{\"title\": \"HexClad Hybrid Nonstick 6-Piece Fry Pan Set, 8, 10, and 12-Inch Frying Pans with Tempered Glass Lids, Stay-Cool Handles, Dishwasher-Friendly, Induction-Ready, Compatible with All Cooktops\", \"asin\": \"B09ZBF3856\"}],\n\"search_results\": [{\"title\": \"HexClad Hybrid Nonstick 8-Inch Frying Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops\", \"asin\": \"B09ZVDGFB2\", \"price\": \"$149.00\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch)\", \"asin\": \"B086PHS2V8\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"12\\\" Frying Pan, Non-Stick Frying Pan with MaxArmor\\u2122 Coating, PFOA-Free, Stainless Steel Handle, Oven Safe to 500\\u00b0F, Compatible with All Stovetops & Induction\", \"asin\": \"B0DQ8KZT3K\", \"price\": \"$19.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 15 \"},\n{\"title\": \"Nonstick Frying Pan Skillet,8 Inch Frying Pan Skillet,Egg pans,Omelette Pan,PFOA Free,Kitchen Pots Induction Pot\", \"asin\": \"B0D8HWZPPS\", \"price\": \"$17.84\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch)\", \"asin\": \"B086PHS2V8\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"T-fal C4610263 Titanium Advanced Nonstick Thermo-Spot Heat Indicator Dishwasher Safe Cookware Fry Pan, 8-Inch, Black -\", \"asin\": \"B076672QXY\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"CAROTE Nonstick Frying Pan Skillet,Non Stick Granite Fry Pan Egg Pan Omelet Pans, Stone Cookware Chef's Pan, PFOA Free,Induction Compatible(Classic Granite, 8-Inch)\", \"asin\": \"B0732NXYNS\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Tramontina Professional 12-Inch Non Stick Large Frying Pan, Heavy-Gauge Aluminum Skillet with Reinforced Nonstick Coating, Red Handle, Dishwasher and Oven Safe\", \"asin\": \"B009HBKQR0\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"T-fal Ultimate Hard Anodized Nonstick Fry Pan Set 2 Piece, 10, 12 Inch, Oven Broiler Safe 400F, Cookware, Pots and Pans Set Non Stick, Kitchen Frying Pans, Cooking Skillets, Dishwasher Safe, Grey\", \"asin\": \"B07H18G2P4\", \"price\": \"$40.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Amazon Basics 2-Piece Non-Stick Stainless Steel Fry Pan Set, 8-inch and 10-inch\", \"asin\": \"B07Y3LF6WN\", \"price\": \"$32.75\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Carbon Steel Wok, 13-Inch, Pre-Seasoned, Non-Stick, with Lid and Spatula, Flat Bottom, Ideal for Stovetop Cooking\", \"asin\": \"B0B7ML35R2\", \"price\": \"$35.14\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Wok Pan with Lid\\uff0c Versatile and Durable Carbon Steel Wok - Natural Non-Stick Woks and Stir Fry Pans, Flat Bottom Wok Suitable for All Cooktops - Perfect for Asian Cuisine\", \"asin\": \"B0BPBRRDP4\", \"price\": \"$34.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Cookware 12-In Skillet, Non Stick Large Frying Pan with MaxArmor\\u2122 Coating, Oven Safe, Even Heating, Heavy-Gauge Aluminum Skillet, Ergonomic Handle, PFOA-Free\", \"asin\": \"B0DQ8HHSXH\", \"price\": \"$19.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 15 Only 7 left in stock - order soon.\"},\n{\"title\": \"SENSARTE Nonstick Ceramic Frying Pan with Lid 8/9.5/11/12.5 Inch Omelet Pan Skillet, PFAS/PTFE/PFOA Free Healthy Non-toxic Chef's Pan Induction Compatible Egg Pan with Heat Resistant Handle\", \"asin\": \"B0CXDPGNP9\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Utopia Kitchen Nonstick Cookware 3 Piece Set, Nonstick Frying Pans with Induction Bottom, 8, 9.5 & 11 Inches Frying Pans with Bakelite Handles, PFOA Free, Grey\", \"asin\": \"B073WFLD35\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Glide Nonstick Frying Pan / Fry Pan / Skillet - 10 Inch, Black\", \"asin\": \"B07HHVXTZ7\", \"price\": \"$16.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA Black USA IMU-25010TGT 10\\\" Nonstick Bistro Saute Pan, 10 Inch\", \"asin\": \"B07SVBC6NV\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Non Stick Frying Pans, Hybrid Frying Pan with Lid,Non Toxic Frying Pans Nonstick,Stainless Steel Skillet,Dishwasher and Oven-Safe,Compatible with All Cooktops,Induction, 2-Piece Set (7.8+11 in)\", \"asin\": \"B0DT6NVLKR\", \"price\": \"$59.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Non Stick Frying Pans,Hybrid 12 inch Frying Pans Nonstick,PFOA Free Cookware,non stick Stainless Steel Skillets,Dishwasher and Oven Safe, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0DZWZM86H\", \"price\": \"$39.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"FNT Carbon Steel Wok Pan with Double Spouts, Woks & Stir-Fry Pans Nonstick with Wooden and Steel Helper Handle 11.8 Inches(Flat Bottom)\", \"asin\": \"B0CZHH15ZX\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"10 Inch Tri-Ply Stainless Steel Frying Pan,Whole-Clad No Coatings Skillet with Stay-cool Handle for Cooking,Dishwasher and Oven Safe,Induction Pans\", \"asin\": \"B0CX1DL428\", \"price\": \"$29.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"SENSARTE Nonstick Skillet, Deep Frying Pan 10/11/12-inch, Saute Pan with Lid, Stay-cool Handle, Healthy Stone Cookware Cooking Pan, Induction Compatible, PFOA Free (10-Inch/3.5QT)\", \"asin\": \"B08RMNG3HD\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"T-fal Specialty Nonstick Fry Pan Set 3 Piece, 8, 9.5, 11 Inch, Oven Broiler Safe 350F, Cookware, Pots and Pans Set Non Stick, Kitchen Frying Pans, Skillets, Durable, Dishwasher, Black\", \"asin\": \"B002HWRUFC\", \"price\": \"$37.86\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"OXO Enhanced 8\\\" Frying Pan Skillet, PFAS-Free Ceramic Nonstick, Durable Hard Anodized Cookware, Scratch Resistant, Stainless Steel Handle, Good Grips, Dishwasher Safe, Oven safe, Black\", \"asin\": \"B00PCI71NE\", \"price\": \"$34.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"CAROTE Non Stick Frying Pan Skillet, Nonstick Granite Fry Pan with Glass Lid, Egg Pan Omelet Pans, Stone Cookware Chef's Pan, PFOA Free (Classic Granite, 10-Inch)\", \"asin\": \"B08CS95K8L\", \"price\": \"$22.39\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Carbon Steel Wok -13 Inch Woks & Stir-fry Pans Nonstick, Wok Pan with Lid Spatula and Dish Brush: Pre-Seasoned Flat Bottom Chinese Wok for Induction, Electric, Gas, All Stoves\", \"asin\": \"B0CWS6XHJJ\", \"price\": \"$26.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Cuisinart 622-20 Chef's Classic 8-Inch Open Skillet Nonstick-Hard-Anodized\", \"asin\": \"B0001LO5FO\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"HexClad Hybrid Nonstick 8-Inch Frying Pan, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops\", \"asin\": \"B07W99LGGT\", \"price\": \"$129.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"All-Clad HA1 Hard Anodized Non Stick Fry Pan Set 2 Piece, 8, 10 Inch, Induction, Oven Broiler Safe 500F, Pots and Pans Set, Kitchen Frying Pans, Skillets, Premium Cookware, Home, Dishwasher Safe Black\", \"asin\": \"B0170TFNXM\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"GreenLife Soft Grip Healthy Ceramic Nonstick 7\\\" and 10\\\" Frying Pan Set, Non Toxic PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Kitchen Essentials, Turquoise\", \"asin\": \"B00N5F9NMS\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Calphalon\\u00ae Hard-Anodized Nonstick 12-Inch Frying Pan\", \"asin\": \"B0D9HX4PFW\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"T-fal Ultimate Hard Anodized Nonstick Fry Pan With Lid 10 Inch, Oven Broiler Safe 400F, Lid Safe 350F, Cookware, Kitchen, Home, Versatile Frying Pan, Skillet, Pots and Pans, Dishwasher Safe, Black\", \"asin\": \"B004WULC3I\", \"price\": \"$37.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Mueller Frying Pan, Heavy Duty German Stone Coating Non Stick Frying Pans, No PFOA or APEO, Paella Pan, Dishwasher and Oven Safe, Even Heat Distribution, Cool Stainless Steel Handle, Light Grey\", \"asin\": \"B0DQ9F1LFP\", \"price\": \"$25.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"CAROTE Nonstick Pots and Pans,Cookware Set 16pcs Kitchen Cooking Sets, Pot and Pan Non Stick w/Frying pan\", \"asin\": \"B0DGLVW188\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green\", \"asin\": \"B0DVK7YZK1\", \"price\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Blue Diamond 9.5\\u201d & 11\\\" Frying Pan Skillet Set, Diamond Infused PFAS & PFOA-Free Ceramic Nonstick Pots & Pans, Durable Non Toxic Metal Utensil Safe & Scratch Resistant, Dishwasher & Oven Safe, Blue\", \"asin\": \"B07Q2H6DDB\", \"price\": \"$34.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Nonstick Bakeware Baking Pan / Nonstick Cake Pan, Rectangle - 9 Inch x 13 Inch, Gray\", \"asin\": \"B00008W70F\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA 12\\\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black\", \"asin\": \"B0DK41Q2HZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenLife Soft Grip Healthy Ceramic Nonstick 8\\\" Frying Pan, PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Non-Stick Kitchen Essentials, Grey\", \"asin\": \"B0DPR6K2BC\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet with Lid, 12 Inch Large Deep Frying Pan, 5 Qt Non Stick Saute Pan with Cover, Induction Pan, Healthy Non Toxic Cooking Pan with Helper Handle, PFOA PFOS Free\", \"asin\": \"B09HWYBCXQ\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenPan Valencia Pro 8\\\" Skillet, PFOA and PFAS-Free, Healthy Ceramic Nonstick: Hard Anodized Pan for Non-Toxic Cooking Induction & Dishwasher Safe Oven-Safe to 600\\u00b0F Easy Clean, Gray\", \"asin\": \"B07YT4TMS6\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Farberware Dishwasher Safe Nonstick Jumbo Cooker/Saute Pan with Helper Handle - 6 Quart, Black\", \"asin\": \"B01LWVDA6A\", \"price\": \"$28.05\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"T-fal Experience Nonstick Fry Pan 8 Inch, Induction Compatible, Oven Safe 400F, Cookware, Non Stick Frying Pan, Skillet, Cooking, Kitchen, Egg Pan, Pots and Pans, Home, Dishwasher Safe, Black\", \"asin\": \"B000GWK2XW\", \"price\": \"$22.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')\", \"asin\": \"B08L973Z94\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cookware Ceramic Nonstick Frying Pans: 3Pieces Non Stick Skillet 8 9.5 11 Inches - Healthy Egg Fry Pans - Free of PTFE,PFOA,PFAS\", \"asin\": \"B0DHWTMQBB\", \"price\": \"$54.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"T-fal Signature Nonstick Cookware Set 12 Piece, Oven Broiler Safe 350F, Pots and Pans, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Dutch Oven, Griddle, Kitchen, Home, Dishwasher Safe, Black\", \"asin\": \"B001167VIQ\", \"price\": \"$88.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"CAROTE 11pcs Pots and Pans Set, Nonstick Cookware Detachable/Removable Handle, Induction RV Kitchen Set, Oven Safe, Cream White\", \"asin\": \"B0B2K47S1T\", \"price\": \"$45.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cuisinart 10-Inch Crepe Pan, Chef's Classic Nonstick Hard Anodized, Black, 623-24\", \"asin\": \"B000ND3G00\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"16PCS Pots and Pans Set Non Stick Cookware Set Nonstick with Cooking Set (white, 16pieces)\", \"asin\": \"B0D943RYCX\", \"price\": \"$49.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 12\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B08BPL33Y4\", \"price\": \"$27.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Non Stick Frying Pans with lid, 12 inch Hybrid Frying Pans Nonstick,non stick Stainless Steel Skillets, Dishwasher and Oven-Safe Chef Pan, Induction Compatible Cooking Pan, PFOA Free Cookware\", \"asin\": \"B0F271B1YC\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cuisinart 12-Inch Skillet, Nonstick-Hard-Anodized with Glass Cover, 622-30GP1\", \"asin\": \"B0078P9D8K\", \"price\": \"$40.46\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"ESLITE LIFE 11 Inch Crepe Pan with Spreader, Nonstick Ceramic Flat Skillet Dosa Tawa Comales Para Tortillas Pancake Pan, PTFE & PFOA Free, Black\", \"asin\": \"B08GLNC7FM\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Winco Commercial-Grade Aluminium Fry Pan/Skillet, Non-Stick Finish with Cool Touch Handle, 8\\\"\", \"asin\": \"B0C6W91MCN\", \"price\": \"$20.08\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Granitestone 10\\\" Non-Stick Frying Pan with Mineral/Diamond Coating for Long long-lasting nonstick Frying, Skillet for Cooking with Stay Cool Handles, Oven/Dishwasher Safe, Non-Toxic\", \"asin\": \"B07FKTN2FV\", \"price\": \"$17.09\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Granitestone 14 Inch Frying Pan with Lid, Large Non Stick Skillet for Cooking, Frying Pans Nonstick, Ultra Durable Mineral and Diamond Coating, Family Sized Open Skillet, Oven/Dishwasher Safe, Blue\", \"asin\": \"B08LLGWX33\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"KIKCOIN 5 Pcs Pots and Pans Set Non Stick - Detachable Handle Cookware Set, Induction Nonstick Kitchen RV Cooking Set Removable Handle - Dishwasher \\uff06 Oven Safe \\uff06Heat Evenly for Better Cooking\", \"asin\": \"B0D91Q4J91\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Apr 19 - 22 for Prime members\"},\n{\"title\": \"ESLITE LIFE Nonstick Frying Pan Skillet, Healthy Granite Coating Egg Omelette Pan Stone Cookware Chef's Pan, PFOA Free(Cream, 8 Inch)\", \"asin\": \"B0CSVVY2N8\", \"price\": \"$10.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cuisinart Chef's Classic Stainless Nonstick 2-Piece 9-Inch and 11-Inch Skillet Set - Black And Silver\", \"asin\": \"B003IKMR96\", \"price\": \"$49.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T08:10:52.417Z\", // 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
2025-04-13T08:10:52.417Z
click
filter
rule
train
2,779
2025-04-13T08:10:52.417Z
click
filter
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:01:43.860Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:28.291Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:02:54.239Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:54.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:58.571Z", "action": "input", "action_argument": "bag"} {"timestamp": "2025-04-12T04:03:00.956Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:03:23.008Z", "action": "input", "action_argument": "hefty ultra strong 13 gallon trash bags"} {"timestamp": "2025-04-13T06:34:29.262Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:43.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:50.655Z", "action": "input", "action_argument": "stainless steel pan"} {"timestamp": "2025-04-13T06:34:51.119Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:35:18.020Z", "action": "click_product", "action_argument": "B0DB42KNBC"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-13T08:10:23.124Z", "action": "input", "action_argument": "non stick pan"} {"timestamp": "2025-04-13T08:10:23.335Z", "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": "non stick pan"}], "promotion_items": [{"title": "HexClad Hybrid Nonstick 5.5-Quart Deep Saut\u00e9 Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\u00b0F, Induction-Ready, Compatible with All Cooktops ", "asin": "B0CLHLDB84", "price": "$209.00", "quantity": ""}, {"title": "HexClad Hybrid Nonstick 7-Inch Frying Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\u00b0F, Induction-Ready, Compatible with All Cooktops ", "asin": "B0CLHK7X9G", "price": "$129.00", "quantity": ""}, {"title": "HexClad Hybrid Nonstick 3-Quart Saucepan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\u00b0F, Induction-Ready, Compatible with All Cooktops ", "asin": "B0BKHB211C", "price": "$149.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Frying Pan (2.7 qt, 10.5\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream Stainless Steel, Ceramic", "asin": "B09SRY5HYM", "price": "$95.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Saut\u00e9 Pan with Lid (4.5 qt, 11.8\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Sage Aluminum", "asin": "B09SS4KY7D", "price": "$145.00", "quantity": ""}, {"title": "SENSARTE 12.5 Inch Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware, PFOA Free Aluminum, Granite", "asin": "B08C9S9BG1", "price": "$34.19", "quantity": ""}, {"title": "HexClad Hybrid Nonstick 8-Inch Frying Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\u00b0F, Induction-Ready, Compatible with All Cooktops ", "asin": "B09ZVDGFB2", "price": "$149.00", "quantity": ""}, {"title": "Carbon Steel Wok, 13-Inch, Pre-Seasoned, Non-Stick, with Lid and Spatula, Flat Bottom, Ideal for Stovetop Cooking Carbon Steel", "asin": "B0B7ML35R2", "price": "$35.14", "quantity": ""}, {"title": "YOSUKATA Carbon Steel 11.8\" Stir Fry Wok Pan - Pre-Seasoned Chinese Wok with Flat Bottom for Induction Gas Stovetops - Open Fire, BBQ, Grill, Outdoor Camping Carbon Steel", "asin": "B087C33VTZ", "price": "$56.99", "quantity": ""}, {"title": "HexClad Hybrid Nonstick 5.5-Quart Deep Saut\u00e9 Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\u00b0F, Induction-Ready, Compatible with All Cooktops ", "asin": "B0CLHLDB84", "price": "$209.00", "quantity": ""}, {"title": "HexClad Hybrid Nonstick 12-Inch Wok, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\u00b0F, Induction-Ready, Compatible with All Cooktops Stainless Steel", "asin": "B07W99LJBZ", "price": "$139.00", "quantity": ""}, {"title": "Redchef Non Stick Frying Pans, Hybrid Ceramic Frying Pan, Nonstick Skillets with Stay-Cool Handle, Non Toxic, PFAS PFOA & PTFE Free, Dishwasher & Oven Safe, Compatible with All Cooktops (8+10+12 inch) Stainless Steel, Ceramic", "asin": "B0DS67R4TY", "price": "$99.99", "quantity": ""}], "ads": [{"title": "HexClad Hybrid Nonstick 4.5-Quart Deep Saut\u00e9 Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\u00b0F, Induction-Ready, Compatible with All Cooktops", "asin": "B0D6HLG8V1"}, {"title": "HexClad Hybrid Nonstick 10-Inch Frying Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\u00b0F, Induction-Ready, Compatible with All Cooktops", "asin": "B09Y25BY8G"}, {"title": "HexClad Hybrid Nonstick 6-Piece Fry Pan Set, 8, 10, and 12-Inch Frying Pans with Tempered Glass Lids, Stay-Cool Handles, Dishwasher-Friendly, Induction-Ready, Compatible with All Cooktops", "asin": "B09ZBF3856"}], "search_results": [{"title": "HexClad Hybrid Nonstick 8-Inch Frying Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\u00b0F, Induction-Ready, Compatible with All Cooktops", "asin": "B09ZVDGFB2", "price": "$149.00", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch)", "asin": "B086PHS2V8", "price": "$17.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Blue Diamond Frying Pan 8\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue", "asin": "B08223PQFX", "price": "$14.98", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "12\" Frying Pan, Non-Stick Frying Pan with MaxArmor\u2122 Coating, PFOA-Free, Stainless Steel Handle, Oven Safe to 500\u00b0F, Compatible with All Stovetops & Induction", "asin": "B0DQ8KZT3K", "price": "$19.99", "delivery": " Two-DayFREE delivery Tue, Apr 15 "}, {"title": "Nonstick Frying Pan Skillet,8 Inch Frying Pan Skillet,Egg pans,Omelette Pan,PFOA Free,Kitchen Pots 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Stone Cookware Chef's Pan, PFOA Free,Induction Compatible(Classic Granite, 8-Inch)", "asin": "B0732NXYNS", "price": "$17.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"}, {"title": "Tramontina Professional 12-Inch Non Stick Large Frying Pan, Heavy-Gauge Aluminum Skillet with Reinforced Nonstick Coating, Red Handle, Dishwasher and Oven Safe", "asin": "B009HBKQR0", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "T-fal Ultimate Hard Anodized Nonstick Fry Pan Set 2 Piece, 10, 12 Inch, Oven Broiler Safe 400F, Cookware, Pots and Pans Set Non Stick, Kitchen Frying Pans, Cooking Skillets, Dishwasher Safe, Grey", "asin": "B07H18G2P4", "price": "$40.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Amazon Basics 2-Piece Non-Stick Stainless Steel Fry Pan Set, 8-inch and 10-inch", "asin": "B07Y3LF6WN", "price": "$32.75", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Carbon Steel Wok, 13-Inch, Pre-Seasoned, Non-Stick, with Lid and Spatula, Flat Bottom, Ideal for Stovetop Cooking", "asin": "B0B7ML35R2", "price": "$35.14", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Wok Pan with Lid\uff0c Versatile and Durable Carbon Steel Wok - Natural Non-Stick Woks and Stir Fry Pans, Flat Bottom Wok Suitable for All Cooktops - Perfect for Asian Cuisine", "asin": "B0BPBRRDP4", "price": "$34.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Cookware 12-In Skillet, Non Stick Large Frying Pan with MaxArmor\u2122 Coating, Oven Safe, Even Heating, Heavy-Gauge Aluminum Skillet, Ergonomic Handle, PFOA-Free", "asin": "B0DQ8HHSXH", "price": "$19.99", "delivery": " Two-DayFREE delivery Tue, Apr 15 Only 7 left in stock - order soon."}, {"title": "SENSARTE Nonstick Ceramic Frying Pan with Lid 8/9.5/11/12.5 Inch Omelet Pan Skillet, PFAS/PTFE/PFOA Free Healthy Non-toxic Chef's Pan Induction Compatible Egg Pan with Heat Resistant Handle", "asin": "B0CXDPGNP9", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Utopia Kitchen Nonstick Cookware 3 Piece Set, Nonstick Frying Pans with Induction Bottom, 8, 9.5 & 11 Inches Frying Pans with Bakelite Handles, PFOA Free, Grey", "asin": "B073WFLD35", "price": "$33.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Farberware Glide Nonstick Frying Pan / Fry Pan / Skillet - 10 Inch, Black", "asin": "B07HHVXTZ7", "price": "$16.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "IMUSA Black USA IMU-25010TGT 10\" Nonstick Bistro Saute Pan, 10 Inch", "asin": "B07SVBC6NV", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Non Stick Frying Pans, Hybrid Frying Pan with Lid,Non Toxic Frying Pans Nonstick,Stainless Steel Skillet,Dishwasher and Oven-Safe,Compatible with All Cooktops,Induction, 2-Piece Set (7.8+11 in)", "asin": "B0DT6NVLKR", "price": "$59.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Non Stick Frying Pans,Hybrid 12 inch Frying Pans Nonstick,PFOA Free Cookware,non stick Stainless Steel Skillets,Dishwasher and Oven Safe, Works on Induction,Ceramic and Gas Cooktops", "asin": "B0DZWZM86H", "price": "$39.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "FNT Carbon Steel Wok Pan with Double Spouts, Woks & Stir-Fry Pans Nonstick with Wooden and Steel Helper Handle 11.8 Inches(Flat Bottom)", "asin": "B0CZHH15ZX", "price": "$17.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "10 Inch Tri-Ply Stainless Steel Frying Pan,Whole-Clad No Coatings Skillet with Stay-cool Handle for Cooking,Dishwasher and Oven Safe,Induction Pans", "asin": "B0CX1DL428", "price": "$29.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "SENSARTE Nonstick Skillet, Deep Frying Pan 10/11/12-inch, Saute Pan with Lid, Stay-cool Handle, Healthy Stone Cookware Cooking Pan, Induction Compatible, PFOA Free (10-Inch/3.5QT)", "asin": "B08RMNG3HD", "price": "$29.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"}, {"title": "T-fal Specialty Nonstick Fry Pan Set 3 Piece, 8, 9.5, 11 Inch, Oven Broiler Safe 350F, Cookware, Pots and Pans Set Non Stick, Kitchen Frying Pans, Skillets, Durable, Dishwasher, Black", "asin": "B002HWRUFC", "price": "$37.86", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "OXO Enhanced 8\" Frying Pan Skillet, PFAS-Free Ceramic Nonstick, Durable Hard Anodized Cookware, Scratch Resistant, Stainless Steel Handle, Good Grips, Dishwasher Safe, Oven safe, Black", "asin": "B00PCI71NE", "price": "$34.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "CAROTE Non Stick Frying Pan Skillet, Nonstick Granite Fry Pan with Glass Lid, Egg Pan Omelet Pans, Stone Cookware Chef's Pan, PFOA Free (Classic Granite, 10-Inch)", "asin": "B08CS95K8L", "price": "$22.39", "delivery": " Two-Day FREE delivery Tue, Apr 15"}, {"title": "Carbon Steel Wok -13 Inch Woks & Stir-fry Pans 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"GreenLife Soft Grip Healthy Ceramic Nonstick 7\" and 10\" Frying Pan Set, Non Toxic PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Kitchen Essentials, Turquoise", "asin": "B00N5F9NMS", "price": "$24.99", "delivery": "FREE delivery Wed, Apr 16"}, {"title": "Calphalon\u00ae Hard-Anodized Nonstick 12-Inch Frying Pan", "asin": "B0D9HX4PFW", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "T-fal Ultimate Hard Anodized Nonstick Fry Pan With Lid 10 Inch, Oven Broiler Safe 400F, Lid Safe 350F, Cookware, Kitchen, Home, Versatile Frying Pan, Skillet, Pots and Pans, Dishwasher Safe, Black", "asin": "B004WULC3I", "price": "$37.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Mueller Frying Pan, Heavy Duty German Stone Coating Non Stick Frying Pans, No PFOA or APEO, Paella Pan, Dishwasher and Oven Safe, Even Heat Distribution, Cool Stainless Steel Handle, Light Grey", "asin": "B0DQ9F1LFP", "price": "$25.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "CAROTE Nonstick Pots and Pans,Cookware Set 16pcs Kitchen Cooking Sets, Pot and Pan Non Stick w/Frying pan", "asin": "B0DGLVW188", "price": "$89.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green", "asin": "B0DVK7YZK1", "price": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Blue Diamond 9.5\u201d & 11\" Frying Pan Skillet Set, Diamond Infused PFAS & PFOA-Free Ceramic Nonstick Pots & Pans, Durable Non Toxic Metal Utensil Safe & Scratch Resistant, Dishwasher & Oven Safe, Blue", "asin": "B07Q2H6DDB", "price": "$34.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Farberware Nonstick Bakeware Baking Pan / Nonstick Cake Pan, Rectangle - 9 Inch x 13 Inch, Gray", "asin": "B00008W70F", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "IMUSA 12\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black", "asin": "B0DK41Q2HZ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GreenLife Soft Grip Healthy Ceramic Nonstick 8\" Frying Pan, PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Non-Stick Kitchen Essentials, Grey", "asin": "B0DPR6K2BC", "price": "$14.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"}, {"title": "SENSARTE Nonstick Frying Pan Skillet with Lid, 12 Inch Large Deep Frying Pan, 5 Qt Non Stick Saute Pan with Cover, Induction Pan, Healthy Non Toxic Cooking Pan with Helper Handle, PFOA PFOS Free", "asin": "B09HWYBCXQ", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GreenPan Valencia Pro 8\" Skillet, PFOA and PFAS-Free, Healthy Ceramic Nonstick: Hard Anodized Pan for Non-Toxic Cooking Induction & Dishwasher Safe Oven-Safe to 600\u00b0F Easy Clean, Gray", "asin": "B07YT4TMS6", "price": "$49.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"}, {"title": "Farberware Dishwasher Safe Nonstick Jumbo Cooker/Saute Pan with Helper Handle - 6 Quart, Black", "asin": "B01LWVDA6A", "price": "$28.05", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "T-fal Experience Nonstick Fry Pan 8 Inch, Induction Compatible, Oven Safe 400F, Cookware, Non Stick Frying Pan, Skillet, Cooking, Kitchen, Egg Pan, Pots and Pans, Home, Dishwasher Safe, Black", "asin": "B000GWK2XW", "price": "$22.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')", "asin": "B08L973Z94", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Cookware Ceramic Nonstick Frying Pans: 3Pieces Non Stick Skillet 8 9.5 11 Inches - Healthy Egg Fry Pans - Free of PTFE,PFOA,PFAS", "asin": "B0DHWTMQBB", "price": "$54.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "T-fal Signature Nonstick Cookware Set 12 Piece, Oven Broiler Safe 350F, Pots and Pans, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Dutch Oven, Griddle, Kitchen, Home, Dishwasher Safe, Black", "asin": "B001167VIQ", "price": "$88.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "CAROTE 11pcs Pots and Pans Set, Nonstick Cookware Detachable/Removable Handle, Induction RV Kitchen Set, Oven Safe, Cream White", "asin": "B0B2K47S1T", "price": "$45.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Cuisinart 10-Inch Crepe Pan, Chef's Classic Nonstick Hard Anodized, Black, 623-24", "asin": "B000ND3G00", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\" 9.5\" 11\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White", "asin": "B0CF44XRS9", "price": "$79.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "16PCS Pots and Pans Set Non Stick Cookware Set Nonstick with Cooking Set (white, 16pieces)", "asin": "B0D943RYCX", "price": "$49.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GreenPan Rio Healthy Ceramic Nonstick 12\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black", "asin": "B08BPL33Y4", "price": "$27.00", "delivery": " Two-Day FREE delivery Tue, Apr 15"}, {"title": "Non Stick Frying Pans with lid, 12 inch Hybrid Frying Pans Nonstick,non stick Stainless Steel Skillets, Dishwasher and Oven-Safe Chef Pan, Induction Compatible Cooking Pan, PFOA Free Cookware", "asin": "B0F271B1YC", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Cuisinart 12-Inch Skillet, Nonstick-Hard-Anodized with Glass Cover, 622-30GP1", "asin": "B0078P9D8K", "price": "$40.46", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "ESLITE LIFE 11 Inch Crepe Pan with Spreader, Nonstick Ceramic Flat Skillet Dosa Tawa Comales Para Tortillas Pancake Pan, PTFE & PFOA Free, Black", "asin": "B08GLNC7FM", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Winco Commercial-Grade Aluminium Fry Pan/Skillet, Non-Stick Finish with Cool Touch Handle, 8\"", "asin": "B0C6W91MCN", "price": "$20.08", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Granitestone 10\" Non-Stick Frying Pan with Mineral/Diamond Coating for Long long-lasting nonstick Frying, Skillet for Cooking with Stay Cool Handles, Oven/Dishwasher Safe, Non-Toxic", "asin": "B07FKTN2FV", "price": "$17.09", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Granitestone 14 Inch Frying Pan with Lid, Large Non Stick Skillet for Cooking, Frying Pans Nonstick, Ultra Durable Mineral and Diamond Coating, Family Sized Open Skillet, Oven/Dishwasher Safe, Blue", "asin": "B08LLGWX33", "price": "$44.99", "delivery": "FREE delivery Wed, Apr 16"}, {"title": "KIKCOIN 5 Pcs Pots and Pans Set Non Stick - Detachable Handle Cookware Set, Induction Nonstick Kitchen RV Cooking Set Removable Handle - Dishwasher \uff06 Oven Safe \uff06Heat Evenly for Better Cooking", "asin": "B0D91Q4J91", "price": "$19.99", "delivery": "FREE delivery Apr 19 - 22 for Prime members"}, {"title": "ESLITE LIFE Nonstick Frying Pan Skillet, Healthy Granite Coating Egg Omelette Pan Stone Cookware Chef's Pan, PFOA Free(Cream, 8 Inch)", "asin": "B0CSVVY2N8", "price": "$10.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Cuisinart Chef's Classic Stainless Nonstick 2-Piece 9-Inch and 11-Inch Skillet Set - Black And Silver", "asin": "B003IKMR96", "price": "$49.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-13T08:10:52.417Z", // 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\": \"2025-04-13T08:10:52.417Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-13T08:10:52.417Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>", "index": 2779, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n{\"timestamp\": \"2025-04-13T08:10:23.335Z\", \"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\": \"non stick pan\"}],\n\"promotion_items\": [{\"title\": \"HexClad Hybrid Nonstick 5.5-Quart Deep Saut\\u00e9 Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops \", \"asin\": \"B0CLHLDB84\", \"price\": \"$209.00\", \"quantity\": \"\"},\n{\"title\": \"HexClad Hybrid Nonstick 7-Inch Frying Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops \", \"asin\": \"B0CLHK7X9G\", \"price\": \"$129.00\", \"quantity\": \"\"},\n{\"title\": \"HexClad Hybrid Nonstick 3-Quart Saucepan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops \", \"asin\": \"B0BKHB211C\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Frying Pan (2.7 qt, 10.5\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream Stainless Steel, Ceramic\", \"asin\": \"B09SRY5HYM\", \"price\": \"$95.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Saut\\u00e9 Pan with Lid (4.5 qt, 11.8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Sage Aluminum\", \"asin\": \"B09SS4KY7D\", \"price\": \"$145.00\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE 12.5 Inch Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware, PFOA Free Aluminum, Granite\", \"asin\": \"B08C9S9BG1\", \"price\": \"$34.19\", \"quantity\": \"\"},\n{\"title\": \"HexClad Hybrid Nonstick 8-Inch Frying Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops \", \"asin\": \"B09ZVDGFB2\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Carbon Steel Wok, 13-Inch, Pre-Seasoned, Non-Stick, with Lid and Spatula, Flat Bottom, Ideal for Stovetop Cooking Carbon Steel\", \"asin\": \"B0B7ML35R2\", \"price\": \"$35.14\", \"quantity\": \"\"},\n{\"title\": \"YOSUKATA Carbon Steel 11.8\\\" Stir Fry Wok Pan - Pre-Seasoned Chinese Wok with Flat Bottom for Induction Gas Stovetops - Open Fire, BBQ, Grill, Outdoor Camping Carbon Steel\", \"asin\": \"B087C33VTZ\", \"price\": \"$56.99\", \"quantity\": \"\"},\n{\"title\": \"HexClad Hybrid Nonstick 5.5-Quart Deep Saut\\u00e9 Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops \", \"asin\": \"B0CLHLDB84\", \"price\": \"$209.00\", \"quantity\": \"\"},\n{\"title\": \"HexClad Hybrid Nonstick 12-Inch Wok, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops Stainless Steel\", \"asin\": \"B07W99LJBZ\", \"price\": \"$139.00\", \"quantity\": \"\"},\n{\"title\": \"Redchef Non Stick Frying Pans, Hybrid Ceramic Frying Pan, Nonstick Skillets with Stay-Cool Handle, Non Toxic, PFAS PFOA & PTFE Free, Dishwasher & Oven Safe, Compatible with All Cooktops (8+10+12 inch) Stainless Steel, Ceramic\", \"asin\": \"B0DS67R4TY\", \"price\": \"$99.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"HexClad Hybrid Nonstick 4.5-Quart Deep Saut\\u00e9 Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops\", \"asin\": \"B0D6HLG8V1\"},\n{\"title\": \"HexClad Hybrid Nonstick 10-Inch Frying Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops\", \"asin\": \"B09Y25BY8G\"},\n{\"title\": \"HexClad Hybrid Nonstick 6-Piece Fry Pan Set, 8, 10, and 12-Inch Frying Pans with Tempered Glass Lids, Stay-Cool Handles, Dishwasher-Friendly, Induction-Ready, Compatible with All Cooktops\", \"asin\": \"B09ZBF3856\"}],\n\"search_results\": [{\"title\": \"HexClad Hybrid Nonstick 8-Inch Frying Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops\", \"asin\": \"B09ZVDGFB2\", \"price\": \"$149.00\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch)\", \"asin\": \"B086PHS2V8\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"12\\\" Frying Pan, Non-Stick Frying Pan with MaxArmor\\u2122 Coating, PFOA-Free, Stainless Steel Handle, Oven Safe to 500\\u00b0F, Compatible with All Stovetops & Induction\", \"asin\": \"B0DQ8KZT3K\", \"price\": \"$19.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 15 \"},\n{\"title\": \"Nonstick Frying Pan Skillet,8 Inch Frying Pan Skillet,Egg pans,Omelette Pan,PFOA Free,Kitchen Pots Induction Pot\", \"asin\": \"B0D8HWZPPS\", \"price\": \"$17.84\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch)\", \"asin\": \"B086PHS2V8\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"T-fal C4610263 Titanium Advanced Nonstick Thermo-Spot Heat Indicator Dishwasher Safe Cookware Fry Pan, 8-Inch, Black -\", \"asin\": \"B076672QXY\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"CAROTE Nonstick Frying Pan Skillet,Non Stick Granite Fry Pan Egg Pan Omelet Pans, Stone Cookware Chef's Pan, PFOA Free,Induction Compatible(Classic Granite, 8-Inch)\", \"asin\": \"B0732NXYNS\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Tramontina Professional 12-Inch Non Stick Large Frying Pan, Heavy-Gauge Aluminum Skillet with Reinforced Nonstick Coating, Red Handle, Dishwasher and Oven Safe\", \"asin\": \"B009HBKQR0\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"T-fal Ultimate Hard Anodized Nonstick Fry Pan Set 2 Piece, 10, 12 Inch, Oven Broiler Safe 400F, Cookware, Pots and Pans Set Non Stick, Kitchen Frying Pans, Cooking Skillets, Dishwasher Safe, Grey\", \"asin\": \"B07H18G2P4\", \"price\": \"$40.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Amazon Basics 2-Piece Non-Stick Stainless Steel Fry Pan Set, 8-inch and 10-inch\", \"asin\": \"B07Y3LF6WN\", \"price\": \"$32.75\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Carbon Steel Wok, 13-Inch, Pre-Seasoned, Non-Stick, with Lid and Spatula, Flat Bottom, Ideal for Stovetop Cooking\", \"asin\": \"B0B7ML35R2\", \"price\": \"$35.14\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Wok Pan with Lid\\uff0c Versatile and Durable Carbon Steel Wok - Natural Non-Stick Woks and Stir Fry Pans, Flat Bottom Wok Suitable for All Cooktops - Perfect for Asian Cuisine\", \"asin\": \"B0BPBRRDP4\", \"price\": \"$34.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Cookware 12-In Skillet, Non Stick Large Frying Pan with MaxArmor\\u2122 Coating, Oven Safe, Even Heating, Heavy-Gauge Aluminum Skillet, Ergonomic Handle, PFOA-Free\", \"asin\": \"B0DQ8HHSXH\", \"price\": \"$19.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 15 Only 7 left in stock - order soon.\"},\n{\"title\": \"SENSARTE Nonstick Ceramic Frying Pan with Lid 8/9.5/11/12.5 Inch Omelet Pan Skillet, PFAS/PTFE/PFOA Free Healthy Non-toxic Chef's Pan Induction Compatible Egg Pan with Heat Resistant Handle\", \"asin\": \"B0CXDPGNP9\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Utopia Kitchen Nonstick Cookware 3 Piece Set, Nonstick Frying Pans with Induction Bottom, 8, 9.5 & 11 Inches Frying Pans with Bakelite Handles, PFOA Free, Grey\", \"asin\": \"B073WFLD35\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Glide Nonstick Frying Pan / Fry Pan / Skillet - 10 Inch, Black\", \"asin\": \"B07HHVXTZ7\", \"price\": \"$16.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA Black USA IMU-25010TGT 10\\\" Nonstick Bistro Saute Pan, 10 Inch\", \"asin\": \"B07SVBC6NV\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Non Stick Frying Pans, Hybrid Frying Pan with Lid,Non Toxic Frying Pans Nonstick,Stainless Steel Skillet,Dishwasher and Oven-Safe,Compatible with All Cooktops,Induction, 2-Piece Set (7.8+11 in)\", \"asin\": \"B0DT6NVLKR\", \"price\": \"$59.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Non Stick Frying Pans,Hybrid 12 inch Frying Pans Nonstick,PFOA Free Cookware,non stick Stainless Steel Skillets,Dishwasher and Oven Safe, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0DZWZM86H\", \"price\": \"$39.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"FNT Carbon Steel Wok Pan with Double Spouts, Woks & Stir-Fry Pans Nonstick with Wooden and Steel Helper Handle 11.8 Inches(Flat Bottom)\", \"asin\": \"B0CZHH15ZX\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"10 Inch Tri-Ply Stainless Steel Frying Pan,Whole-Clad No Coatings Skillet with Stay-cool Handle for Cooking,Dishwasher and Oven Safe,Induction Pans\", \"asin\": \"B0CX1DL428\", \"price\": \"$29.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"SENSARTE Nonstick Skillet, Deep Frying Pan 10/11/12-inch, Saute Pan with Lid, Stay-cool Handle, Healthy Stone Cookware Cooking Pan, Induction Compatible, PFOA Free (10-Inch/3.5QT)\", \"asin\": \"B08RMNG3HD\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"T-fal Specialty Nonstick Fry Pan Set 3 Piece, 8, 9.5, 11 Inch, Oven Broiler Safe 350F, Cookware, Pots and Pans Set Non Stick, Kitchen Frying Pans, Skillets, Durable, Dishwasher, Black\", \"asin\": \"B002HWRUFC\", \"price\": \"$37.86\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"OXO Enhanced 8\\\" Frying Pan Skillet, PFAS-Free Ceramic Nonstick, Durable Hard Anodized Cookware, Scratch Resistant, Stainless Steel Handle, Good Grips, Dishwasher Safe, Oven safe, Black\", \"asin\": \"B00PCI71NE\", \"price\": \"$34.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"CAROTE Non Stick Frying Pan Skillet, Nonstick Granite Fry Pan with Glass Lid, Egg Pan Omelet Pans, Stone Cookware Chef's Pan, PFOA Free (Classic Granite, 10-Inch)\", \"asin\": \"B08CS95K8L\", \"price\": \"$22.39\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Carbon Steel Wok -13 Inch Woks & Stir-fry Pans Nonstick, Wok Pan with Lid Spatula and Dish Brush: Pre-Seasoned Flat Bottom Chinese Wok for Induction, Electric, Gas, All Stoves\", \"asin\": \"B0CWS6XHJJ\", \"price\": \"$26.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Cuisinart 622-20 Chef's Classic 8-Inch Open Skillet Nonstick-Hard-Anodized\", \"asin\": \"B0001LO5FO\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"HexClad Hybrid Nonstick 8-Inch Frying Pan, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops\", \"asin\": \"B07W99LGGT\", \"price\": \"$129.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"All-Clad HA1 Hard Anodized Non Stick Fry Pan Set 2 Piece, 8, 10 Inch, Induction, Oven Broiler Safe 500F, Pots and Pans Set, Kitchen Frying Pans, Skillets, Premium Cookware, Home, Dishwasher Safe Black\", \"asin\": \"B0170TFNXM\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"GreenLife Soft Grip Healthy Ceramic Nonstick 7\\\" and 10\\\" Frying Pan Set, Non Toxic PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Kitchen Essentials, Turquoise\", \"asin\": \"B00N5F9NMS\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Calphalon\\u00ae Hard-Anodized Nonstick 12-Inch Frying Pan\", \"asin\": \"B0D9HX4PFW\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"T-fal Ultimate Hard Anodized Nonstick Fry Pan With Lid 10 Inch, Oven Broiler Safe 400F, Lid Safe 350F, Cookware, Kitchen, Home, Versatile Frying Pan, Skillet, Pots and Pans, Dishwasher Safe, Black\", \"asin\": \"B004WULC3I\", \"price\": \"$37.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Mueller Frying Pan, Heavy Duty German Stone Coating Non Stick Frying Pans, No PFOA or APEO, Paella Pan, Dishwasher and Oven Safe, Even Heat Distribution, Cool Stainless Steel Handle, Light Grey\", \"asin\": \"B0DQ9F1LFP\", \"price\": \"$25.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"CAROTE Nonstick Pots and Pans,Cookware Set 16pcs Kitchen Cooking Sets, Pot and Pan Non Stick w/Frying pan\", \"asin\": \"B0DGLVW188\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green\", \"asin\": \"B0DVK7YZK1\", \"price\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Blue Diamond 9.5\\u201d & 11\\\" Frying Pan Skillet Set, Diamond Infused PFAS & PFOA-Free Ceramic Nonstick Pots & Pans, Durable Non Toxic Metal Utensil Safe & Scratch Resistant, Dishwasher & Oven Safe, Blue\", \"asin\": \"B07Q2H6DDB\", \"price\": \"$34.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Nonstick Bakeware Baking Pan / Nonstick Cake Pan, Rectangle - 9 Inch x 13 Inch, Gray\", \"asin\": \"B00008W70F\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA 12\\\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black\", \"asin\": \"B0DK41Q2HZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenLife Soft Grip Healthy Ceramic Nonstick 8\\\" Frying Pan, PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Non-Stick Kitchen Essentials, Grey\", \"asin\": \"B0DPR6K2BC\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet with Lid, 12 Inch Large Deep Frying Pan, 5 Qt Non Stick Saute Pan with Cover, Induction Pan, Healthy Non Toxic Cooking Pan with Helper Handle, PFOA PFOS Free\", \"asin\": \"B09HWYBCXQ\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenPan Valencia Pro 8\\\" Skillet, PFOA and PFAS-Free, Healthy Ceramic Nonstick: Hard Anodized Pan for Non-Toxic Cooking Induction & Dishwasher Safe Oven-Safe to 600\\u00b0F Easy Clean, Gray\", \"asin\": \"B07YT4TMS6\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Farberware Dishwasher Safe Nonstick Jumbo Cooker/Saute Pan with Helper Handle - 6 Quart, Black\", \"asin\": \"B01LWVDA6A\", \"price\": \"$28.05\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"T-fal Experience Nonstick Fry Pan 8 Inch, Induction Compatible, Oven Safe 400F, Cookware, Non Stick Frying Pan, Skillet, Cooking, Kitchen, Egg Pan, Pots and Pans, Home, Dishwasher Safe, Black\", \"asin\": \"B000GWK2XW\", \"price\": \"$22.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')\", \"asin\": \"B08L973Z94\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cookware Ceramic Nonstick Frying Pans: 3Pieces Non Stick Skillet 8 9.5 11 Inches - Healthy Egg Fry Pans - Free of PTFE,PFOA,PFAS\", \"asin\": \"B0DHWTMQBB\", \"price\": \"$54.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"T-fal Signature Nonstick Cookware Set 12 Piece, Oven Broiler Safe 350F, Pots and Pans, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Dutch Oven, Griddle, Kitchen, Home, Dishwasher Safe, Black\", \"asin\": \"B001167VIQ\", \"price\": \"$88.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"CAROTE 11pcs Pots and Pans Set, Nonstick Cookware Detachable/Removable Handle, Induction RV Kitchen Set, Oven Safe, Cream White\", \"asin\": \"B0B2K47S1T\", \"price\": \"$45.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cuisinart 10-Inch Crepe Pan, Chef's Classic Nonstick Hard Anodized, Black, 623-24\", \"asin\": \"B000ND3G00\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"16PCS Pots and Pans Set Non Stick Cookware Set Nonstick with Cooking Set (white, 16pieces)\", \"asin\": \"B0D943RYCX\", \"price\": \"$49.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 12\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B08BPL33Y4\", \"price\": \"$27.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Non Stick Frying Pans with lid, 12 inch Hybrid Frying Pans Nonstick,non stick Stainless Steel Skillets, Dishwasher and Oven-Safe Chef Pan, Induction Compatible Cooking Pan, PFOA Free Cookware\", \"asin\": \"B0F271B1YC\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cuisinart 12-Inch Skillet, Nonstick-Hard-Anodized with Glass Cover, 622-30GP1\", \"asin\": \"B0078P9D8K\", \"price\": \"$40.46\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"ESLITE LIFE 11 Inch Crepe Pan with Spreader, Nonstick Ceramic Flat Skillet Dosa Tawa Comales Para Tortillas Pancake Pan, PTFE & PFOA Free, Black\", \"asin\": \"B08GLNC7FM\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Winco Commercial-Grade Aluminium Fry Pan/Skillet, Non-Stick Finish with Cool Touch Handle, 8\\\"\", \"asin\": \"B0C6W91MCN\", \"price\": \"$20.08\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Granitestone 10\\\" Non-Stick Frying Pan with Mineral/Diamond Coating for Long long-lasting nonstick Frying, Skillet for Cooking with Stay Cool Handles, Oven/Dishwasher Safe, Non-Toxic\", \"asin\": \"B07FKTN2FV\", \"price\": \"$17.09\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Granitestone 14 Inch Frying Pan with Lid, Large Non Stick Skillet for Cooking, Frying Pans Nonstick, Ultra Durable Mineral and Diamond Coating, Family Sized Open Skillet, Oven/Dishwasher Safe, Blue\", \"asin\": \"B08LLGWX33\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"KIKCOIN 5 Pcs Pots and Pans Set Non Stick - Detachable Handle Cookware Set, Induction Nonstick Kitchen RV Cooking Set Removable Handle - Dishwasher \\uff06 Oven Safe \\uff06Heat Evenly for Better Cooking\", \"asin\": \"B0D91Q4J91\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Apr 19 - 22 for Prime members\"},\n{\"title\": \"ESLITE LIFE Nonstick Frying Pan Skillet, Healthy Granite Coating Egg Omelette Pan Stone Cookware Chef's Pan, PFOA Free(Cream, 8 Inch)\", \"asin\": \"B0CSVVY2N8\", \"price\": \"$10.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cuisinart Chef's Classic Stainless Nonstick 2-Piece 9-Inch and 11-Inch Skillet Set - Black And Silver\", \"asin\": \"B003IKMR96\", \"price\": \"$49.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T08:10:52.417Z\", // 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n{\"timestamp\": \"2025-04-13T08:10:23.335Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T08:10:52.417Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"non stick pan\"}],\n\"promotion_items\": [{\"title\": \"HexClad Hybrid Nonstick 5.5-Quart Deep Saut\\u00e9 Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops \", \"asin\": \"B0CLHLDB84\", \"price\": \"$209.00\", \"quantity\": \"\"},\n{\"title\": \"HexClad Hybrid Nonstick 7-Inch Frying Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops \", \"asin\": \"B0CLHK7X9G\", \"price\": \"$129.00\", \"quantity\": \"\"},\n{\"title\": \"HexClad Hybrid Nonstick 3-Quart Saucepan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops \", \"asin\": \"B0BKHB211C\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Frying Pan (2.7 qt, 10.5\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream Stainless Steel, Ceramic\", \"asin\": \"B09SRY5HYM\", \"price\": \"$95.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Saut\\u00e9 Pan with Lid (4.5 qt, 11.8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Sage Aluminum\", \"asin\": \"B09SS4KY7D\", \"price\": \"$145.00\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE 12.5 Inch Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware, PFOA Free Aluminum, Granite\", \"asin\": \"B08C9S9BG1\", \"price\": \"$34.19\", \"quantity\": \"\"},\n{\"title\": \"HexClad Hybrid Nonstick 8-Inch Frying Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops \", \"asin\": \"B09ZVDGFB2\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Carbon Steel Wok, 13-Inch, Pre-Seasoned, Non-Stick, with Lid and Spatula, Flat Bottom, Ideal for Stovetop Cooking Carbon Steel\", \"asin\": \"B0B7ML35R2\", \"price\": \"$35.14\", \"quantity\": \"\"},\n{\"title\": \"YOSUKATA Carbon Steel 11.8\\\" Stir Fry Wok Pan - Pre-Seasoned Chinese Wok with Flat Bottom for Induction Gas Stovetops - Open Fire, BBQ, Grill, Outdoor Camping Carbon Steel\", \"asin\": \"B087C33VTZ\", \"price\": \"$56.99\", \"quantity\": \"\"},\n{\"title\": \"HexClad Hybrid Nonstick 5.5-Quart Deep Saut\\u00e9 Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops \", \"asin\": \"B0CLHLDB84\", \"price\": \"$209.00\", \"quantity\": \"\"},\n{\"title\": \"HexClad Hybrid Nonstick 12-Inch Wok, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops Stainless Steel\", \"asin\": \"B07W99LJBZ\", \"price\": \"$139.00\", \"quantity\": \"\"},\n{\"title\": \"Redchef Non Stick Frying Pans, Hybrid Ceramic Frying Pan, Nonstick Skillets with Stay-Cool Handle, Non Toxic, PFAS PFOA & PTFE Free, Dishwasher & Oven Safe, Compatible with All Cooktops (8+10+12 inch) Stainless Steel, Ceramic\", \"asin\": \"B0DS67R4TY\", \"price\": \"$99.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"HexClad Hybrid Nonstick 4.5-Quart Deep Saut\\u00e9 Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops\", \"asin\": \"B0D6HLG8V1\"},\n{\"title\": \"HexClad Hybrid Nonstick 10-Inch Frying Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops\", \"asin\": \"B09Y25BY8G\"},\n{\"title\": \"HexClad Hybrid Nonstick 6-Piece Fry Pan Set, 8, 10, and 12-Inch Frying Pans with Tempered Glass Lids, Stay-Cool Handles, Dishwasher-Friendly, Induction-Ready, Compatible with All Cooktops\", \"asin\": \"B09ZBF3856\"}],\n\"search_results\": [{\"title\": \"HexClad Hybrid Nonstick 8-Inch Frying Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops\", \"asin\": \"B09ZVDGFB2\", \"price\": \"$149.00\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch)\", \"asin\": \"B086PHS2V8\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"12\\\" Frying Pan, Non-Stick Frying Pan with MaxArmor\\u2122 Coating, PFOA-Free, Stainless Steel Handle, Oven Safe to 500\\u00b0F, Compatible with All Stovetops & Induction\", \"asin\": \"B0DQ8KZT3K\", \"price\": \"$19.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 15 \"},\n{\"title\": \"Nonstick Frying Pan Skillet,8 Inch Frying Pan Skillet,Egg pans,Omelette Pan,PFOA Free,Kitchen Pots Induction Pot\", \"asin\": \"B0D8HWZPPS\", \"price\": \"$17.84\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch)\", \"asin\": \"B086PHS2V8\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"T-fal C4610263 Titanium Advanced Nonstick Thermo-Spot Heat Indicator Dishwasher Safe Cookware Fry Pan, 8-Inch, Black -\", \"asin\": \"B076672QXY\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"CAROTE Nonstick Frying Pan Skillet,Non Stick Granite Fry Pan Egg Pan Omelet Pans, Stone Cookware Chef's Pan, PFOA Free,Induction Compatible(Classic Granite, 8-Inch)\", \"asin\": \"B0732NXYNS\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Tramontina Professional 12-Inch Non Stick Large Frying Pan, Heavy-Gauge Aluminum Skillet with Reinforced Nonstick Coating, Red Handle, Dishwasher and Oven Safe\", \"asin\": \"B009HBKQR0\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"T-fal Ultimate Hard Anodized Nonstick Fry Pan Set 2 Piece, 10, 12 Inch, Oven Broiler Safe 400F, Cookware, Pots and Pans Set Non Stick, Kitchen Frying Pans, Cooking Skillets, Dishwasher Safe, Grey\", \"asin\": \"B07H18G2P4\", \"price\": \"$40.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Amazon Basics 2-Piece Non-Stick Stainless Steel Fry Pan Set, 8-inch and 10-inch\", \"asin\": \"B07Y3LF6WN\", \"price\": \"$32.75\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Carbon Steel Wok, 13-Inch, Pre-Seasoned, Non-Stick, with Lid and Spatula, Flat Bottom, Ideal for Stovetop Cooking\", \"asin\": \"B0B7ML35R2\", \"price\": \"$35.14\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Wok Pan with Lid\\uff0c Versatile and Durable Carbon Steel Wok - Natural Non-Stick Woks and Stir Fry Pans, Flat Bottom Wok Suitable for All Cooktops - Perfect for Asian Cuisine\", \"asin\": \"B0BPBRRDP4\", \"price\": \"$34.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Cookware 12-In Skillet, Non Stick Large Frying Pan with MaxArmor\\u2122 Coating, Oven Safe, Even Heating, Heavy-Gauge Aluminum Skillet, Ergonomic Handle, PFOA-Free\", \"asin\": \"B0DQ8HHSXH\", \"price\": \"$19.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 15 Only 7 left in stock - order soon.\"},\n{\"title\": \"SENSARTE Nonstick Ceramic Frying Pan with Lid 8/9.5/11/12.5 Inch Omelet Pan Skillet, PFAS/PTFE/PFOA Free Healthy Non-toxic Chef's Pan Induction Compatible Egg Pan with Heat Resistant Handle\", \"asin\": \"B0CXDPGNP9\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Utopia Kitchen Nonstick Cookware 3 Piece Set, Nonstick Frying Pans with Induction Bottom, 8, 9.5 & 11 Inches Frying Pans with Bakelite Handles, PFOA Free, Grey\", \"asin\": \"B073WFLD35\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Glide Nonstick Frying Pan / Fry Pan / Skillet - 10 Inch, Black\", \"asin\": \"B07HHVXTZ7\", \"price\": \"$16.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA Black USA IMU-25010TGT 10\\\" Nonstick Bistro Saute Pan, 10 Inch\", \"asin\": \"B07SVBC6NV\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Non Stick Frying Pans, Hybrid Frying Pan with Lid,Non Toxic Frying Pans Nonstick,Stainless Steel Skillet,Dishwasher and Oven-Safe,Compatible with All Cooktops,Induction, 2-Piece Set (7.8+11 in)\", \"asin\": \"B0DT6NVLKR\", \"price\": \"$59.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Non Stick Frying Pans,Hybrid 12 inch Frying Pans Nonstick,PFOA Free Cookware,non stick Stainless Steel Skillets,Dishwasher and Oven Safe, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0DZWZM86H\", \"price\": \"$39.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"FNT Carbon Steel Wok Pan with Double Spouts, Woks & Stir-Fry Pans Nonstick with Wooden and Steel Helper Handle 11.8 Inches(Flat Bottom)\", \"asin\": \"B0CZHH15ZX\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"10 Inch Tri-Ply Stainless Steel Frying Pan,Whole-Clad No Coatings Skillet with Stay-cool Handle for Cooking,Dishwasher and Oven Safe,Induction Pans\", \"asin\": \"B0CX1DL428\", \"price\": \"$29.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"SENSARTE Nonstick Skillet, Deep Frying Pan 10/11/12-inch, Saute Pan with Lid, Stay-cool Handle, Healthy Stone Cookware Cooking Pan, Induction Compatible, PFOA Free (10-Inch/3.5QT)\", \"asin\": \"B08RMNG3HD\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"T-fal Specialty Nonstick Fry Pan Set 3 Piece, 8, 9.5, 11 Inch, Oven Broiler Safe 350F, Cookware, Pots and Pans Set Non Stick, Kitchen Frying Pans, Skillets, Durable, Dishwasher, Black\", \"asin\": \"B002HWRUFC\", \"price\": \"$37.86\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"OXO Enhanced 8\\\" Frying Pan Skillet, PFAS-Free Ceramic Nonstick, Durable Hard Anodized Cookware, Scratch Resistant, Stainless Steel Handle, Good Grips, Dishwasher Safe, Oven safe, Black\", \"asin\": \"B00PCI71NE\", \"price\": \"$34.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"CAROTE Non Stick Frying Pan Skillet, Nonstick Granite Fry Pan with Glass Lid, Egg Pan Omelet Pans, Stone Cookware Chef's Pan, PFOA Free (Classic Granite, 10-Inch)\", \"asin\": \"B08CS95K8L\", \"price\": \"$22.39\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Carbon Steel Wok -13 Inch Woks & Stir-fry Pans Nonstick, Wok Pan with Lid Spatula and Dish Brush: Pre-Seasoned Flat Bottom Chinese Wok for Induction, Electric, Gas, All Stoves\", \"asin\": \"B0CWS6XHJJ\", \"price\": \"$26.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Cuisinart 622-20 Chef's Classic 8-Inch Open Skillet Nonstick-Hard-Anodized\", \"asin\": \"B0001LO5FO\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"HexClad Hybrid Nonstick 8-Inch Frying Pan, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops\", \"asin\": \"B07W99LGGT\", \"price\": \"$129.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"All-Clad HA1 Hard Anodized Non Stick Fry Pan Set 2 Piece, 8, 10 Inch, Induction, Oven Broiler Safe 500F, Pots and Pans Set, Kitchen Frying Pans, Skillets, Premium Cookware, Home, Dishwasher Safe Black\", \"asin\": \"B0170TFNXM\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"GreenLife Soft Grip Healthy Ceramic Nonstick 7\\\" and 10\\\" Frying Pan Set, Non Toxic PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Kitchen Essentials, Turquoise\", \"asin\": \"B00N5F9NMS\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Calphalon\\u00ae Hard-Anodized Nonstick 12-Inch Frying Pan\", \"asin\": \"B0D9HX4PFW\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"T-fal Ultimate Hard Anodized Nonstick Fry Pan With Lid 10 Inch, Oven Broiler Safe 400F, Lid Safe 350F, Cookware, Kitchen, Home, Versatile Frying Pan, Skillet, Pots and Pans, Dishwasher Safe, Black\", \"asin\": \"B004WULC3I\", \"price\": \"$37.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Mueller Frying Pan, Heavy Duty German Stone Coating Non Stick Frying Pans, No PFOA or APEO, Paella Pan, Dishwasher and Oven Safe, Even Heat Distribution, Cool Stainless Steel Handle, Light Grey\", \"asin\": \"B0DQ9F1LFP\", \"price\": \"$25.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"CAROTE Nonstick Pots and Pans,Cookware Set 16pcs Kitchen Cooking Sets, Pot and Pan Non Stick w/Frying pan\", \"asin\": \"B0DGLVW188\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green\", \"asin\": \"B0DVK7YZK1\", \"price\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Blue Diamond 9.5\\u201d & 11\\\" Frying Pan Skillet Set, Diamond Infused PFAS & PFOA-Free Ceramic Nonstick Pots & Pans, Durable Non Toxic Metal Utensil Safe & Scratch Resistant, Dishwasher & Oven Safe, Blue\", \"asin\": \"B07Q2H6DDB\", \"price\": \"$34.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Nonstick Bakeware Baking Pan / Nonstick Cake Pan, Rectangle - 9 Inch x 13 Inch, Gray\", \"asin\": \"B00008W70F\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA 12\\\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black\", \"asin\": \"B0DK41Q2HZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenLife Soft Grip Healthy Ceramic Nonstick 8\\\" Frying Pan, PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Non-Stick Kitchen Essentials, Grey\", \"asin\": \"B0DPR6K2BC\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet with Lid, 12 Inch Large Deep Frying Pan, 5 Qt Non Stick Saute Pan with Cover, Induction Pan, Healthy Non Toxic Cooking Pan with Helper Handle, PFOA PFOS Free\", \"asin\": \"B09HWYBCXQ\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenPan Valencia Pro 8\\\" Skillet, PFOA and PFAS-Free, Healthy Ceramic Nonstick: Hard Anodized Pan for Non-Toxic Cooking Induction & Dishwasher Safe Oven-Safe to 600\\u00b0F Easy Clean, Gray\", \"asin\": \"B07YT4TMS6\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Farberware Dishwasher Safe Nonstick Jumbo Cooker/Saute Pan with Helper Handle - 6 Quart, Black\", \"asin\": \"B01LWVDA6A\", \"price\": \"$28.05\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"T-fal Experience Nonstick Fry Pan 8 Inch, Induction Compatible, Oven Safe 400F, Cookware, Non Stick Frying Pan, Skillet, Cooking, Kitchen, Egg Pan, Pots and Pans, Home, Dishwasher Safe, Black\", \"asin\": \"B000GWK2XW\", \"price\": \"$22.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')\", \"asin\": \"B08L973Z94\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cookware Ceramic Nonstick Frying Pans: 3Pieces Non Stick Skillet 8 9.5 11 Inches - Healthy Egg Fry Pans - Free of PTFE,PFOA,PFAS\", \"asin\": \"B0DHWTMQBB\", \"price\": \"$54.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"T-fal Signature Nonstick Cookware Set 12 Piece, Oven Broiler Safe 350F, Pots and Pans, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Dutch Oven, Griddle, Kitchen, Home, Dishwasher Safe, Black\", \"asin\": \"B001167VIQ\", \"price\": \"$88.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"CAROTE 11pcs Pots and Pans Set, Nonstick Cookware Detachable/Removable Handle, Induction RV Kitchen Set, Oven Safe, Cream White\", \"asin\": \"B0B2K47S1T\", \"price\": \"$45.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cuisinart 10-Inch Crepe Pan, Chef's Classic Nonstick Hard Anodized, Black, 623-24\", \"asin\": \"B000ND3G00\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"16PCS Pots and Pans Set Non Stick Cookware Set Nonstick with Cooking Set (white, 16pieces)\", \"asin\": \"B0D943RYCX\", \"price\": \"$49.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 12\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B08BPL33Y4\", \"price\": \"$27.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Non Stick Frying Pans with lid, 12 inch Hybrid Frying Pans Nonstick,non stick Stainless Steel Skillets, Dishwasher and Oven-Safe Chef Pan, Induction Compatible Cooking Pan, PFOA Free Cookware\", \"asin\": \"B0F271B1YC\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cuisinart 12-Inch Skillet, Nonstick-Hard-Anodized with Glass Cover, 622-30GP1\", \"asin\": \"B0078P9D8K\", \"price\": \"$40.46\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"ESLITE LIFE 11 Inch Crepe Pan with Spreader, Nonstick Ceramic Flat Skillet Dosa Tawa Comales Para Tortillas Pancake Pan, PTFE & PFOA Free, Black\", \"asin\": \"B08GLNC7FM\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Winco Commercial-Grade Aluminium Fry Pan/Skillet, Non-Stick Finish with Cool Touch Handle, 8\\\"\", \"asin\": \"B0C6W91MCN\", \"price\": \"$20.08\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Granitestone 10\\\" Non-Stick Frying Pan with Mineral/Diamond Coating for Long long-lasting nonstick Frying, Skillet for Cooking with Stay Cool Handles, Oven/Dishwasher Safe, Non-Toxic\", \"asin\": \"B07FKTN2FV\", \"price\": \"$17.09\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Granitestone 14 Inch Frying Pan with Lid, Large Non Stick Skillet for Cooking, Frying Pans Nonstick, Ultra Durable Mineral and Diamond Coating, Family Sized Open Skillet, Oven/Dishwasher Safe, Blue\", \"asin\": \"B08LLGWX33\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"KIKCOIN 5 Pcs Pots and Pans Set Non Stick - Detachable Handle Cookware Set, Induction Nonstick Kitchen RV Cooking Set Removable Handle - Dishwasher \\uff06 Oven Safe \\uff06Heat Evenly for Better Cooking\", \"asin\": \"B0D91Q4J91\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Apr 19 - 22 for Prime members\"},\n{\"title\": \"ESLITE LIFE Nonstick Frying Pan Skillet, Healthy Granite Coating Egg Omelette Pan Stone Cookware Chef's Pan, PFOA Free(Cream, 8 Inch)\", \"asin\": \"B0CSVVY2N8\", \"price\": \"$10.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cuisinart Chef's Classic Stainless Nonstick 2-Piece 9-Inch and 11-Inch Skillet Set - Black And Silver\", \"asin\": \"B003IKMR96\", \"price\": \"$49.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T08:10:53.588Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-13T08:10:53.588Z
click
filter
rule
train
2,780
2025-04-13T08:10:53.588Z
click
filter
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:01:43.860Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:28.291Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:02:54.239Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:54.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:58.571Z", "action": "input", "action_argument": "bag"} {"timestamp": "2025-04-12T04:03:00.956Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:03:23.008Z", "action": "input", "action_argument": "hefty ultra strong 13 gallon trash bags"} {"timestamp": "2025-04-13T06:34:29.262Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:43.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:50.655Z", "action": "input", "action_argument": "stainless steel pan"} {"timestamp": "2025-04-13T06:34:51.119Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:35:18.020Z", "action": "click_product", "action_argument": "B0DB42KNBC"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-13T08:10:23.124Z", "action": "input", "action_argument": "non stick pan"} {"timestamp": "2025-04-13T08:10:23.335Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T08:10:52.417Z", "action": "click", "action_argument": "filter"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "non stick pan"}], "promotion_items": [{"title": "HexClad Hybrid Nonstick 5.5-Quart Deep Saut\u00e9 Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\u00b0F, Induction-Ready, Compatible with All Cooktops ", "asin": "B0CLHLDB84", "price": "$209.00", "quantity": ""}, {"title": "HexClad Hybrid Nonstick 7-Inch Frying Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\u00b0F, Induction-Ready, Compatible with All Cooktops ", "asin": "B0CLHK7X9G", "price": "$129.00", "quantity": ""}, {"title": "HexClad Hybrid Nonstick 3-Quart Saucepan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\u00b0F, Induction-Ready, Compatible with All Cooktops ", "asin": "B0BKHB211C", "price": "$149.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Frying Pan (2.7 qt, 10.5\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream Stainless Steel, Ceramic", "asin": "B09SRY5HYM", "price": "$95.00", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Saut\u00e9 Pan with Lid (4.5 qt, 11.8\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Sage Aluminum", "asin": "B09SS4KY7D", "price": "$145.00", "quantity": ""}, {"title": "SENSARTE 12.5 Inch Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware, PFOA Free Aluminum, Granite", "asin": "B08C9S9BG1", "price": "$34.19", "quantity": ""}, {"title": "HexClad Hybrid Nonstick 8-Inch Frying Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\u00b0F, Induction-Ready, Compatible with All Cooktops ", "asin": "B09ZVDGFB2", "price": "$149.00", "quantity": ""}, {"title": "Carbon Steel Wok, 13-Inch, Pre-Seasoned, Non-Stick, with Lid and Spatula, Flat Bottom, Ideal for Stovetop Cooking Carbon Steel", "asin": "B0B7ML35R2", "price": "$35.14", "quantity": ""}, {"title": "YOSUKATA Carbon Steel 11.8\" Stir Fry Wok Pan - Pre-Seasoned Chinese Wok with Flat Bottom for Induction Gas Stovetops - Open Fire, BBQ, Grill, Outdoor Camping Carbon Steel", "asin": "B087C33VTZ", "price": "$56.99", "quantity": ""}, {"title": "HexClad Hybrid Nonstick 5.5-Quart Deep Saut\u00e9 Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\u00b0F, Induction-Ready, Compatible with All Cooktops ", "asin": "B0CLHLDB84", "price": "$209.00", "quantity": ""}, {"title": "HexClad Hybrid Nonstick 12-Inch Wok, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\u00b0F, Induction-Ready, Compatible with All Cooktops Stainless Steel", "asin": "B07W99LJBZ", "price": "$139.00", "quantity": ""}, {"title": "Redchef Non Stick Frying Pans, Hybrid Ceramic Frying Pan, Nonstick Skillets with Stay-Cool Handle, Non Toxic, PFAS PFOA & PTFE Free, Dishwasher & Oven Safe, Compatible with All Cooktops (8+10+12 inch) Stainless Steel, Ceramic", "asin": "B0DS67R4TY", "price": "$99.99", "quantity": ""}], "ads": [{"title": "HexClad Hybrid Nonstick 4.5-Quart Deep Saut\u00e9 Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\u00b0F, Induction-Ready, Compatible with All Cooktops", "asin": "B0D6HLG8V1"}, {"title": "HexClad Hybrid Nonstick 10-Inch Frying Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\u00b0F, Induction-Ready, Compatible with All Cooktops", "asin": "B09Y25BY8G"}, {"title": "HexClad Hybrid Nonstick 6-Piece Fry Pan Set, 8, 10, and 12-Inch Frying Pans with Tempered Glass Lids, Stay-Cool Handles, Dishwasher-Friendly, Induction-Ready, Compatible with All Cooktops", "asin": "B09ZBF3856"}], "search_results": [{"title": "HexClad Hybrid Nonstick 8-Inch Frying Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\u00b0F, Induction-Ready, Compatible with All Cooktops", "asin": "B09ZVDGFB2", "price": "$149.00", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch)", "asin": "B086PHS2V8", "price": "$17.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Blue Diamond Frying Pan 8\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue", "asin": "B08223PQFX", "price": "$14.98", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "12\" Frying Pan, Non-Stick Frying Pan with MaxArmor\u2122 Coating, PFOA-Free, Stainless Steel Handle, Oven Safe to 500\u00b0F, Compatible with All Stovetops & Induction", "asin": "B0DQ8KZT3K", "price": "$19.99", "delivery": " Two-DayFREE delivery Tue, Apr 15 "}, {"title": "Nonstick Frying Pan Skillet,8 Inch Frying Pan Skillet,Egg pans,Omelette Pan,PFOA Free,Kitchen Pots 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Stone Cookware Chef's Pan, PFOA Free,Induction Compatible(Classic Granite, 8-Inch)", "asin": "B0732NXYNS", "price": "$17.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"}, {"title": "Tramontina Professional 12-Inch Non Stick Large Frying Pan, Heavy-Gauge Aluminum Skillet with Reinforced Nonstick Coating, Red Handle, Dishwasher and Oven Safe", "asin": "B009HBKQR0", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "T-fal Ultimate Hard Anodized Nonstick Fry Pan Set 2 Piece, 10, 12 Inch, Oven Broiler Safe 400F, Cookware, Pots and Pans Set Non Stick, Kitchen Frying Pans, Cooking Skillets, Dishwasher Safe, Grey", "asin": "B07H18G2P4", "price": "$40.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Amazon Basics 2-Piece Non-Stick Stainless Steel Fry Pan Set, 8-inch and 10-inch", "asin": "B07Y3LF6WN", "price": "$32.75", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Carbon Steel Wok, 13-Inch, Pre-Seasoned, Non-Stick, with Lid and Spatula, Flat Bottom, Ideal for Stovetop Cooking", "asin": "B0B7ML35R2", "price": "$35.14", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Wok Pan with Lid\uff0c Versatile and Durable Carbon Steel Wok - Natural Non-Stick Woks and Stir Fry Pans, Flat Bottom Wok Suitable for All Cooktops - Perfect for Asian Cuisine", "asin": "B0BPBRRDP4", "price": "$34.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Cookware 12-In Skillet, Non Stick Large Frying Pan with MaxArmor\u2122 Coating, Oven Safe, Even Heating, Heavy-Gauge Aluminum Skillet, Ergonomic Handle, PFOA-Free", "asin": "B0DQ8HHSXH", "price": "$19.99", "delivery": " Two-DayFREE delivery Tue, Apr 15 Only 7 left in stock - order soon."}, {"title": "SENSARTE Nonstick Ceramic Frying Pan with Lid 8/9.5/11/12.5 Inch Omelet Pan Skillet, PFAS/PTFE/PFOA Free Healthy Non-toxic Chef's Pan Induction Compatible Egg Pan with Heat Resistant Handle", "asin": "B0CXDPGNP9", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Utopia Kitchen Nonstick Cookware 3 Piece Set, Nonstick Frying Pans with Induction Bottom, 8, 9.5 & 11 Inches Frying Pans with Bakelite Handles, PFOA Free, Grey", "asin": "B073WFLD35", "price": "$33.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Farberware Glide Nonstick Frying Pan / Fry Pan / Skillet - 10 Inch, Black", "asin": "B07HHVXTZ7", "price": "$16.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "IMUSA Black USA IMU-25010TGT 10\" Nonstick Bistro Saute Pan, 10 Inch", "asin": "B07SVBC6NV", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Non Stick Frying Pans, Hybrid Frying Pan with Lid,Non Toxic Frying Pans Nonstick,Stainless Steel Skillet,Dishwasher and Oven-Safe,Compatible with All Cooktops,Induction, 2-Piece Set (7.8+11 in)", "asin": "B0DT6NVLKR", "price": "$59.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Non Stick Frying Pans,Hybrid 12 inch Frying Pans Nonstick,PFOA Free Cookware,non stick Stainless Steel Skillets,Dishwasher and Oven Safe, Works on Induction,Ceramic and Gas Cooktops", "asin": "B0DZWZM86H", "price": "$39.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "FNT Carbon Steel Wok Pan with Double Spouts, Woks & Stir-Fry Pans Nonstick with Wooden and Steel Helper Handle 11.8 Inches(Flat Bottom)", "asin": "B0CZHH15ZX", "price": "$17.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "10 Inch Tri-Ply Stainless Steel Frying Pan,Whole-Clad No Coatings Skillet with Stay-cool Handle for Cooking,Dishwasher and Oven Safe,Induction Pans", "asin": "B0CX1DL428", "price": "$29.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "SENSARTE Nonstick Skillet, Deep Frying Pan 10/11/12-inch, Saute Pan with Lid, Stay-cool Handle, Healthy Stone Cookware Cooking Pan, Induction Compatible, PFOA Free (10-Inch/3.5QT)", "asin": "B08RMNG3HD", "price": "$29.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"}, {"title": "T-fal Specialty Nonstick Fry Pan Set 3 Piece, 8, 9.5, 11 Inch, Oven Broiler Safe 350F, Cookware, Pots and Pans Set Non Stick, Kitchen Frying Pans, Skillets, Durable, Dishwasher, Black", "asin": "B002HWRUFC", "price": "$37.86", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "OXO Enhanced 8\" Frying Pan Skillet, PFAS-Free Ceramic Nonstick, Durable Hard Anodized Cookware, Scratch Resistant, Stainless Steel Handle, Good Grips, Dishwasher Safe, Oven safe, Black", "asin": "B00PCI71NE", "price": "$34.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "CAROTE Non Stick Frying Pan Skillet, Nonstick Granite Fry Pan with Glass Lid, Egg Pan Omelet Pans, Stone Cookware Chef's Pan, PFOA Free (Classic Granite, 10-Inch)", "asin": "B08CS95K8L", "price": "$22.39", "delivery": " Two-Day FREE delivery Tue, Apr 15"}, {"title": "Carbon Steel Wok -13 Inch Woks & Stir-fry Pans Nonstick, Wok Pan with Lid Spatula and Dish Brush: Pre-Seasoned Flat Bottom Chinese Wok for Induction, Electric, Gas, All Stoves", "asin": "B0CWS6XHJJ", "price": "$26.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Cuisinart 622-20 Chef's Classic 8-Inch Open Skillet Nonstick-Hard-Anodized", "asin": "B0001LO5FO", "price": "$19.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "HexClad Hybrid Nonstick 8-Inch Frying Pan, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\u00b0F, Induction-Ready, Compatible with All Cooktops", "asin": "B07W99LGGT", "price": "$129.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "All-Clad HA1 Hard Anodized Non Stick Fry Pan Set 2 Piece, 8, 10 Inch, Induction, Oven Broiler Safe 500F, Pots and Pans Set, Kitchen Frying Pans, Skillets, Premium Cookware, Home, Dishwasher Safe Black", "asin": "B0170TFNXM", "price": "$69.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"}, {"title": "GreenLife Soft Grip Healthy Ceramic Nonstick 7\" and 10\" Frying Pan Set, Non Toxic PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Kitchen Essentials, Turquoise", "asin": "B00N5F9NMS", "price": "$24.99", "delivery": "FREE delivery Wed, Apr 16"}, {"title": "Calphalon\u00ae Hard-Anodized Nonstick 12-Inch Frying Pan", "asin": "B0D9HX4PFW", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "T-fal Ultimate Hard Anodized Nonstick Fry Pan With Lid 10 Inch, Oven Broiler Safe 400F, Lid Safe 350F, Cookware, Kitchen, Home, Versatile Frying Pan, Skillet, Pots and Pans, Dishwasher Safe, Black", "asin": "B004WULC3I", "price": "$37.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Mueller Frying Pan, Heavy Duty German Stone Coating Non Stick Frying Pans, No PFOA or APEO, Paella Pan, Dishwasher and Oven Safe, Even Heat Distribution, Cool Stainless Steel Handle, Light Grey", "asin": "B0DQ9F1LFP", "price": "$25.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "CAROTE Nonstick Pots and Pans,Cookware Set 16pcs Kitchen Cooking Sets, Pot and Pan Non Stick w/Frying pan", "asin": "B0DGLVW188", "price": "$89.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green", "asin": "B0DVK7YZK1", "price": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Blue Diamond 9.5\u201d & 11\" Frying Pan Skillet Set, Diamond Infused PFAS & PFOA-Free Ceramic Nonstick Pots & Pans, Durable Non Toxic Metal Utensil Safe & Scratch Resistant, Dishwasher & Oven Safe, Blue", "asin": "B07Q2H6DDB", "price": "$34.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Farberware Nonstick Bakeware Baking Pan / Nonstick Cake Pan, Rectangle - 9 Inch x 13 Inch, Gray", "asin": "B00008W70F", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "IMUSA 12\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black", "asin": "B0DK41Q2HZ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GreenLife Soft Grip Healthy Ceramic Nonstick 8\" Frying Pan, PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Non-Stick Kitchen Essentials, Grey", "asin": "B0DPR6K2BC", "price": "$14.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"}, {"title": "SENSARTE Nonstick Frying Pan Skillet with Lid, 12 Inch Large Deep Frying Pan, 5 Qt Non Stick Saute Pan with Cover, Induction Pan, Healthy Non Toxic Cooking Pan with Helper Handle, PFOA PFOS Free", "asin": "B09HWYBCXQ", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GreenPan Valencia Pro 8\" Skillet, PFOA and PFAS-Free, Healthy Ceramic Nonstick: Hard Anodized Pan for Non-Toxic Cooking Induction & Dishwasher Safe Oven-Safe to 600\u00b0F Easy Clean, Gray", "asin": "B07YT4TMS6", "price": "$49.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"}, {"title": "Farberware Dishwasher Safe Nonstick Jumbo Cooker/Saute Pan with Helper Handle - 6 Quart, Black", "asin": "B01LWVDA6A", "price": "$28.05", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "T-fal Experience Nonstick Fry Pan 8 Inch, Induction Compatible, Oven Safe 400F, Cookware, Non Stick Frying Pan, Skillet, Cooking, Kitchen, Egg Pan, Pots and Pans, Home, Dishwasher Safe, Black", "asin": "B000GWK2XW", "price": "$22.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')", "asin": "B08L973Z94", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Cookware Ceramic Nonstick Frying Pans: 3Pieces Non Stick Skillet 8 9.5 11 Inches - Healthy Egg Fry Pans - Free of PTFE,PFOA,PFAS", "asin": "B0DHWTMQBB", "price": "$54.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "T-fal Signature Nonstick Cookware Set 12 Piece, Oven Broiler Safe 350F, Pots and Pans, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Dutch Oven, Griddle, Kitchen, Home, Dishwasher Safe, Black", "asin": "B001167VIQ", "price": "$88.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "CAROTE 11pcs Pots and Pans Set, Nonstick Cookware Detachable/Removable Handle, Induction RV Kitchen Set, Oven Safe, Cream White", "asin": "B0B2K47S1T", "price": "$45.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Cuisinart 10-Inch Crepe Pan, Chef's Classic Nonstick Hard Anodized, Black, 623-24", "asin": "B000ND3G00", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\" 9.5\" 11\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White", "asin": "B0CF44XRS9", "price": "$79.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "16PCS Pots and Pans Set Non Stick Cookware Set Nonstick with Cooking Set (white, 16pieces)", "asin": "B0D943RYCX", "price": "$49.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GreenPan Rio Healthy Ceramic Nonstick 12\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black", "asin": "B08BPL33Y4", "price": "$27.00", "delivery": " Two-Day FREE delivery Tue, Apr 15"}, {"title": "Non Stick Frying Pans with lid, 12 inch Hybrid Frying Pans Nonstick,non stick Stainless Steel Skillets, Dishwasher and Oven-Safe Chef Pan, Induction Compatible Cooking Pan, PFOA Free Cookware", "asin": "B0F271B1YC", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Cuisinart 12-Inch Skillet, Nonstick-Hard-Anodized with Glass Cover, 622-30GP1", "asin": "B0078P9D8K", "price": "$40.46", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "ESLITE LIFE 11 Inch Crepe Pan with Spreader, Nonstick Ceramic Flat Skillet Dosa Tawa Comales Para Tortillas Pancake Pan, PTFE & PFOA Free, Black", "asin": "B08GLNC7FM", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Winco Commercial-Grade Aluminium Fry Pan/Skillet, Non-Stick Finish with Cool Touch Handle, 8\"", "asin": "B0C6W91MCN", "price": "$20.08", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Granitestone 10\" Non-Stick Frying Pan with Mineral/Diamond Coating for Long long-lasting nonstick Frying, Skillet for Cooking with Stay Cool Handles, Oven/Dishwasher Safe, Non-Toxic", "asin": "B07FKTN2FV", "price": "$17.09", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Granitestone 14 Inch Frying Pan with Lid, Large Non Stick Skillet for Cooking, Frying Pans Nonstick, Ultra Durable Mineral and Diamond Coating, Family Sized Open Skillet, Oven/Dishwasher Safe, Blue", "asin": "B08LLGWX33", "price": "$44.99", "delivery": "FREE delivery Wed, Apr 16"}, {"title": "KIKCOIN 5 Pcs Pots and Pans Set Non Stick - Detachable Handle Cookware Set, Induction Nonstick Kitchen RV Cooking Set Removable Handle - Dishwasher \uff06 Oven Safe \uff06Heat Evenly for Better Cooking", "asin": "B0D91Q4J91", "price": "$19.99", "delivery": "FREE delivery Apr 19 - 22 for Prime members"}, {"title": "ESLITE LIFE Nonstick Frying Pan Skillet, Healthy Granite Coating Egg Omelette Pan Stone Cookware Chef's Pan, PFOA Free(Cream, 8 Inch)", "asin": "B0CSVVY2N8", "price": "$10.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Cuisinart Chef's Classic Stainless Nonstick 2-Piece 9-Inch and 11-Inch Skillet Set - Black And Silver", "asin": "B003IKMR96", "price": "$49.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-13T08:10:53.588Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-13T08:10:53.588Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-13T08:10:53.588Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>", "index": 2780, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n{\"timestamp\": \"2025-04-13T08:10:23.335Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T08:10:52.417Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"non stick pan\"}],\n\"promotion_items\": [{\"title\": \"HexClad Hybrid Nonstick 5.5-Quart Deep Saut\\u00e9 Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops \", \"asin\": \"B0CLHLDB84\", \"price\": \"$209.00\", \"quantity\": \"\"},\n{\"title\": \"HexClad Hybrid Nonstick 7-Inch Frying Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops \", \"asin\": \"B0CLHK7X9G\", \"price\": \"$129.00\", \"quantity\": \"\"},\n{\"title\": \"HexClad Hybrid Nonstick 3-Quart Saucepan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops \", \"asin\": \"B0BKHB211C\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Frying Pan (2.7 qt, 10.5\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Cream Stainless Steel, Ceramic\", \"asin\": \"B09SRY5HYM\", \"price\": \"$95.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Saut\\u00e9 Pan with Lid (4.5 qt, 11.8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Sage Aluminum\", \"asin\": \"B09SS4KY7D\", \"price\": \"$145.00\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE 12.5 Inch Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware, PFOA Free Aluminum, Granite\", \"asin\": \"B08C9S9BG1\", \"price\": \"$34.19\", \"quantity\": \"\"},\n{\"title\": \"HexClad Hybrid Nonstick 8-Inch Frying Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops \", \"asin\": \"B09ZVDGFB2\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Carbon Steel Wok, 13-Inch, Pre-Seasoned, Non-Stick, with Lid and Spatula, Flat Bottom, Ideal for Stovetop Cooking Carbon Steel\", \"asin\": \"B0B7ML35R2\", \"price\": \"$35.14\", \"quantity\": \"\"},\n{\"title\": \"YOSUKATA Carbon Steel 11.8\\\" Stir Fry Wok Pan - Pre-Seasoned Chinese Wok with Flat Bottom for Induction Gas Stovetops - Open Fire, BBQ, Grill, Outdoor Camping Carbon Steel\", \"asin\": \"B087C33VTZ\", \"price\": \"$56.99\", \"quantity\": \"\"},\n{\"title\": \"HexClad Hybrid Nonstick 5.5-Quart Deep Saut\\u00e9 Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops \", \"asin\": \"B0CLHLDB84\", \"price\": \"$209.00\", \"quantity\": \"\"},\n{\"title\": \"HexClad Hybrid Nonstick 12-Inch Wok, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops Stainless Steel\", \"asin\": \"B07W99LJBZ\", \"price\": \"$139.00\", \"quantity\": \"\"},\n{\"title\": \"Redchef Non Stick Frying Pans, Hybrid Ceramic Frying Pan, Nonstick Skillets with Stay-Cool Handle, Non Toxic, PFAS PFOA & PTFE Free, Dishwasher & Oven Safe, Compatible with All Cooktops (8+10+12 inch) Stainless Steel, Ceramic\", \"asin\": \"B0DS67R4TY\", \"price\": \"$99.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"HexClad Hybrid Nonstick 4.5-Quart Deep Saut\\u00e9 Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops\", \"asin\": \"B0D6HLG8V1\"},\n{\"title\": \"HexClad Hybrid Nonstick 10-Inch Frying Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops\", \"asin\": \"B09Y25BY8G\"},\n{\"title\": \"HexClad Hybrid Nonstick 6-Piece Fry Pan Set, 8, 10, and 12-Inch Frying Pans with Tempered Glass Lids, Stay-Cool Handles, Dishwasher-Friendly, Induction-Ready, Compatible with All Cooktops\", \"asin\": \"B09ZBF3856\"}],\n\"search_results\": [{\"title\": \"HexClad Hybrid Nonstick 8-Inch Frying Pan with Tempered Glass Lid, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops\", \"asin\": \"B09ZVDGFB2\", \"price\": \"$149.00\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch)\", \"asin\": \"B086PHS2V8\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"12\\\" Frying Pan, Non-Stick Frying Pan with MaxArmor\\u2122 Coating, PFOA-Free, Stainless Steel Handle, Oven Safe to 500\\u00b0F, Compatible with All Stovetops & Induction\", \"asin\": \"B0DQ8KZT3K\", \"price\": \"$19.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 15 \"},\n{\"title\": \"Nonstick Frying Pan Skillet,8 Inch Frying Pan Skillet,Egg pans,Omelette Pan,PFOA Free,Kitchen Pots Induction Pot\", \"asin\": \"B0D8HWZPPS\", \"price\": \"$17.84\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch)\", \"asin\": \"B086PHS2V8\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"T-fal C4610263 Titanium Advanced Nonstick Thermo-Spot Heat Indicator Dishwasher Safe Cookware Fry Pan, 8-Inch, Black -\", \"asin\": \"B076672QXY\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"CAROTE Nonstick Frying Pan Skillet,Non Stick Granite Fry Pan Egg Pan Omelet Pans, Stone Cookware Chef's Pan, PFOA Free,Induction Compatible(Classic Granite, 8-Inch)\", \"asin\": \"B0732NXYNS\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Tramontina Professional 12-Inch Non Stick Large Frying Pan, Heavy-Gauge Aluminum Skillet with Reinforced Nonstick Coating, Red Handle, Dishwasher and Oven Safe\", \"asin\": \"B009HBKQR0\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"T-fal Ultimate Hard Anodized Nonstick Fry Pan Set 2 Piece, 10, 12 Inch, Oven Broiler Safe 400F, Cookware, Pots and Pans Set Non Stick, Kitchen Frying Pans, Cooking Skillets, Dishwasher Safe, Grey\", \"asin\": \"B07H18G2P4\", \"price\": \"$40.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Amazon Basics 2-Piece Non-Stick Stainless Steel Fry Pan Set, 8-inch and 10-inch\", \"asin\": \"B07Y3LF6WN\", \"price\": \"$32.75\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Carbon Steel Wok, 13-Inch, Pre-Seasoned, Non-Stick, with Lid and Spatula, Flat Bottom, Ideal for Stovetop Cooking\", \"asin\": \"B0B7ML35R2\", \"price\": \"$35.14\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Wok Pan with Lid\\uff0c Versatile and Durable Carbon Steel Wok - Natural Non-Stick Woks and Stir Fry Pans, Flat Bottom Wok Suitable for All Cooktops - Perfect for Asian Cuisine\", \"asin\": \"B0BPBRRDP4\", \"price\": \"$34.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Cookware 12-In Skillet, Non Stick Large Frying Pan with MaxArmor\\u2122 Coating, Oven Safe, Even Heating, Heavy-Gauge Aluminum Skillet, Ergonomic Handle, PFOA-Free\", \"asin\": \"B0DQ8HHSXH\", \"price\": \"$19.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 15 Only 7 left in stock - order soon.\"},\n{\"title\": \"SENSARTE Nonstick Ceramic Frying Pan with Lid 8/9.5/11/12.5 Inch Omelet Pan Skillet, PFAS/PTFE/PFOA Free Healthy Non-toxic Chef's Pan Induction Compatible Egg Pan with Heat Resistant Handle\", \"asin\": \"B0CXDPGNP9\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Utopia Kitchen Nonstick Cookware 3 Piece Set, Nonstick Frying Pans with Induction Bottom, 8, 9.5 & 11 Inches Frying Pans with Bakelite Handles, PFOA Free, Grey\", \"asin\": \"B073WFLD35\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Glide Nonstick Frying Pan / Fry Pan / Skillet - 10 Inch, Black\", \"asin\": \"B07HHVXTZ7\", \"price\": \"$16.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA Black USA IMU-25010TGT 10\\\" Nonstick Bistro Saute Pan, 10 Inch\", \"asin\": \"B07SVBC6NV\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Non Stick Frying Pans, Hybrid Frying Pan with Lid,Non Toxic Frying Pans Nonstick,Stainless Steel Skillet,Dishwasher and Oven-Safe,Compatible with All Cooktops,Induction, 2-Piece Set (7.8+11 in)\", \"asin\": \"B0DT6NVLKR\", \"price\": \"$59.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Non Stick Frying Pans,Hybrid 12 inch Frying Pans Nonstick,PFOA Free Cookware,non stick Stainless Steel Skillets,Dishwasher and Oven Safe, Works on Induction,Ceramic and Gas Cooktops\", \"asin\": \"B0DZWZM86H\", \"price\": \"$39.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"FNT Carbon Steel Wok Pan with Double Spouts, Woks & Stir-Fry Pans Nonstick with Wooden and Steel Helper Handle 11.8 Inches(Flat Bottom)\", \"asin\": \"B0CZHH15ZX\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"10 Inch Tri-Ply Stainless Steel Frying Pan,Whole-Clad No Coatings Skillet with Stay-cool Handle for Cooking,Dishwasher and Oven Safe,Induction Pans\", \"asin\": \"B0CX1DL428\", \"price\": \"$29.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"SENSARTE Nonstick Skillet, Deep Frying Pan 10/11/12-inch, Saute Pan with Lid, Stay-cool Handle, Healthy Stone Cookware Cooking Pan, Induction Compatible, PFOA Free (10-Inch/3.5QT)\", \"asin\": \"B08RMNG3HD\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"T-fal Specialty Nonstick Fry Pan Set 3 Piece, 8, 9.5, 11 Inch, Oven Broiler Safe 350F, Cookware, Pots and Pans Set Non Stick, Kitchen Frying Pans, Skillets, Durable, Dishwasher, Black\", \"asin\": \"B002HWRUFC\", \"price\": \"$37.86\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"OXO Enhanced 8\\\" Frying Pan Skillet, PFAS-Free Ceramic Nonstick, Durable Hard Anodized Cookware, Scratch Resistant, Stainless Steel Handle, Good Grips, Dishwasher Safe, Oven safe, Black\", \"asin\": \"B00PCI71NE\", \"price\": \"$34.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"CAROTE Non Stick Frying Pan Skillet, Nonstick Granite Fry Pan with Glass Lid, Egg Pan Omelet Pans, Stone Cookware Chef's Pan, PFOA Free (Classic Granite, 10-Inch)\", \"asin\": \"B08CS95K8L\", \"price\": \"$22.39\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Carbon Steel Wok -13 Inch Woks & Stir-fry Pans Nonstick, Wok Pan with Lid Spatula and Dish Brush: Pre-Seasoned Flat Bottom Chinese Wok for Induction, Electric, Gas, All Stoves\", \"asin\": \"B0CWS6XHJJ\", \"price\": \"$26.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Cuisinart 622-20 Chef's Classic 8-Inch Open Skillet Nonstick-Hard-Anodized\", \"asin\": \"B0001LO5FO\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"HexClad Hybrid Nonstick 8-Inch Frying Pan, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops\", \"asin\": \"B07W99LGGT\", \"price\": \"$129.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"All-Clad HA1 Hard Anodized Non Stick Fry Pan Set 2 Piece, 8, 10 Inch, Induction, Oven Broiler Safe 500F, Pots and Pans Set, Kitchen Frying Pans, Skillets, Premium Cookware, Home, Dishwasher Safe Black\", \"asin\": \"B0170TFNXM\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"GreenLife Soft Grip Healthy Ceramic Nonstick 7\\\" and 10\\\" Frying Pan Set, Non Toxic PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Kitchen Essentials, Turquoise\", \"asin\": \"B00N5F9NMS\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Calphalon\\u00ae Hard-Anodized Nonstick 12-Inch Frying Pan\", \"asin\": \"B0D9HX4PFW\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"T-fal Ultimate Hard Anodized Nonstick Fry Pan With Lid 10 Inch, Oven Broiler Safe 400F, Lid Safe 350F, Cookware, Kitchen, Home, Versatile Frying Pan, Skillet, Pots and Pans, Dishwasher Safe, Black\", \"asin\": \"B004WULC3I\", \"price\": \"$37.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Mueller Frying Pan, Heavy Duty German Stone Coating Non Stick Frying Pans, No PFOA or APEO, Paella Pan, Dishwasher and Oven Safe, Even Heat Distribution, Cool Stainless Steel Handle, Light Grey\", \"asin\": \"B0DQ9F1LFP\", \"price\": \"$25.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"CAROTE Nonstick Pots and Pans,Cookware Set 16pcs Kitchen Cooking Sets, Pot and Pan Non Stick w/Frying pan\", \"asin\": \"B0DGLVW188\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green\", \"asin\": \"B0DVK7YZK1\", \"price\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Blue Diamond 9.5\\u201d & 11\\\" Frying Pan Skillet Set, Diamond Infused PFAS & PFOA-Free Ceramic Nonstick Pots & Pans, Durable Non Toxic Metal Utensil Safe & Scratch Resistant, Dishwasher & Oven Safe, Blue\", \"asin\": \"B07Q2H6DDB\", \"price\": \"$34.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Nonstick Bakeware Baking Pan / Nonstick Cake Pan, Rectangle - 9 Inch x 13 Inch, Gray\", \"asin\": \"B00008W70F\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA 12\\\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black\", \"asin\": \"B0DK41Q2HZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenLife Soft Grip Healthy Ceramic Nonstick 8\\\" Frying Pan, PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Non-Stick Kitchen Essentials, Grey\", \"asin\": \"B0DPR6K2BC\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet with Lid, 12 Inch Large Deep Frying Pan, 5 Qt Non Stick Saute Pan with Cover, Induction Pan, Healthy Non Toxic Cooking Pan with Helper Handle, PFOA PFOS Free\", \"asin\": \"B09HWYBCXQ\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenPan Valencia Pro 8\\\" Skillet, PFOA and PFAS-Free, Healthy Ceramic Nonstick: Hard Anodized Pan for Non-Toxic Cooking Induction & Dishwasher Safe Oven-Safe to 600\\u00b0F Easy Clean, Gray\", \"asin\": \"B07YT4TMS6\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Farberware Dishwasher Safe Nonstick Jumbo Cooker/Saute Pan with Helper Handle - 6 Quart, Black\", \"asin\": \"B01LWVDA6A\", \"price\": \"$28.05\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"T-fal Experience Nonstick Fry Pan 8 Inch, Induction Compatible, Oven Safe 400F, Cookware, Non Stick Frying Pan, Skillet, Cooking, Kitchen, Egg Pan, Pots and Pans, Home, Dishwasher Safe, Black\", \"asin\": \"B000GWK2XW\", \"price\": \"$22.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')\", \"asin\": \"B08L973Z94\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cookware Ceramic Nonstick Frying Pans: 3Pieces Non Stick Skillet 8 9.5 11 Inches - Healthy Egg Fry Pans - Free of PTFE,PFOA,PFAS\", \"asin\": \"B0DHWTMQBB\", \"price\": \"$54.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"T-fal Signature Nonstick Cookware Set 12 Piece, Oven Broiler Safe 350F, Pots and Pans, Kitchen Cooking Set w/Fry Pans, Saucepans, Saute Pan, Dutch Oven, Griddle, Kitchen, Home, Dishwasher Safe, Black\", \"asin\": \"B001167VIQ\", \"price\": \"$88.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"CAROTE 11pcs Pots and Pans Set, Nonstick Cookware Detachable/Removable Handle, Induction RV Kitchen Set, Oven Safe, Cream White\", \"asin\": \"B0B2K47S1T\", \"price\": \"$45.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cuisinart 10-Inch Crepe Pan, Chef's Classic Nonstick Hard Anodized, Black, 623-24\", \"asin\": \"B000ND3G00\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Redchef Nonstick Frying Pans Set, Ceramic Pan Skillet, Non Toxic Pans for Cooking, 8\\\" 9.5\\\" 11\\\" Ceramic Frying Pan Set PFAS & PTFE & PFOA Free with Stay Cool Handle, Dishwasher & Oven Safe, Beige White\", \"asin\": \"B0CF44XRS9\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"16PCS Pots and Pans Set Non Stick Cookware Set Nonstick with Cooking Set (white, 16pieces)\", \"asin\": \"B0D943RYCX\", \"price\": \"$49.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 12\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B08BPL33Y4\", \"price\": \"$27.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Non Stick Frying Pans with lid, 12 inch Hybrid Frying Pans Nonstick,non stick Stainless Steel Skillets, Dishwasher and Oven-Safe Chef Pan, Induction Compatible Cooking Pan, PFOA Free Cookware\", \"asin\": \"B0F271B1YC\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cuisinart 12-Inch Skillet, Nonstick-Hard-Anodized with Glass Cover, 622-30GP1\", \"asin\": \"B0078P9D8K\", \"price\": \"$40.46\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"ESLITE LIFE 11 Inch Crepe Pan with Spreader, Nonstick Ceramic Flat Skillet Dosa Tawa Comales Para Tortillas Pancake Pan, PTFE & PFOA Free, Black\", \"asin\": \"B08GLNC7FM\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Winco Commercial-Grade Aluminium Fry Pan/Skillet, Non-Stick Finish with Cool Touch Handle, 8\\\"\", \"asin\": \"B0C6W91MCN\", \"price\": \"$20.08\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Granitestone 10\\\" Non-Stick Frying Pan with Mineral/Diamond Coating for Long long-lasting nonstick Frying, Skillet for Cooking with Stay Cool Handles, Oven/Dishwasher Safe, Non-Toxic\", \"asin\": \"B07FKTN2FV\", \"price\": \"$17.09\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Granitestone 14 Inch Frying Pan with Lid, Large Non Stick Skillet for Cooking, Frying Pans Nonstick, Ultra Durable Mineral and Diamond Coating, Family Sized Open Skillet, Oven/Dishwasher Safe, Blue\", \"asin\": \"B08LLGWX33\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"KIKCOIN 5 Pcs Pots and Pans Set Non Stick - Detachable Handle Cookware Set, Induction Nonstick Kitchen RV Cooking Set Removable Handle - Dishwasher \\uff06 Oven Safe \\uff06Heat Evenly for Better Cooking\", \"asin\": \"B0D91Q4J91\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Apr 19 - 22 for Prime members\"},\n{\"title\": \"ESLITE LIFE Nonstick Frying Pan Skillet, Healthy Granite Coating Egg Omelette Pan Stone Cookware Chef's Pan, PFOA Free(Cream, 8 Inch)\", \"asin\": \"B0CSVVY2N8\", \"price\": \"$10.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cuisinart Chef's Classic Stainless Nonstick 2-Piece 9-Inch and 11-Inch Skillet Set - Black And Silver\", \"asin\": \"B003IKMR96\", \"price\": \"$49.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T08:10:53.588Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n{\"timestamp\": \"2025-04-13T08:10:23.335Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T08:10:52.417Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:53.588Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"non stick pan\"}],\n\"search_results\": [{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')\", \"asin\": \"B08L973Z94\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Square Cake Pan\", \"asin\": \"B00008W70H\", \"price\": \"$5.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family\", \"asin\": \"B0BK36VVR9\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA Black USA IMU-25010TGT 10\\\" Nonstick Bistro Saute Pan, 10 Inch\", \"asin\": \"B07SVBC6NV\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenLife Soft Grip Healthy Ceramic Nonstick 8\\\" Frying Pan, PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Non-Stick Kitchen Essentials, Grey\", \"asin\": \"B0DPR6K2BC\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"CAROTE 8 Inch Non Stick Frying Pans Non Stick Skillet, Egg Pan Omelet Pans, Stone Cookware Chef's Pan PFOA FREE\", \"asin\": \"B0D8LDCBFQ\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 10 left in stock - order soon.\"},\n{\"title\": \"IMUSA 12\\\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black\", \"asin\": \"B0DK41Q2HZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')\", \"asin\": \"B08L973Z94\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Winco Commercial-Grade Aluminium Fry Pan/Skillet, Natural Finish with Cool Touch Handle, 8\\\"\", \"asin\": \"B001BFZ1N4\", \"price\": \"$14.40\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and More - Non-Stick Marble Coating Skillet Induction Compatible\", \"asin\": \"B0BJJYGH43\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)\", \"asin\": \"B0DKJCRF91\", \"price\": \"$12.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)\", \"asin\": \"B0CNTQ614D\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick frying pan skillet, swiss granite coating pan, egg omelette pan, pfoa free, chef pan healthy stone (9.5 inches)\", \"asin\": \"B0DBR2NJ81\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 17 left in stock - order soon.\"},\n{\"title\": \"IKTU Nonstick Frying Pan Skillet, 11\\\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free\", \"asin\": \"B0DN1HGCQW\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Nonstick Bakeware Baking Pan / Nonstick Cake Pan, Rectangle - 9 Inch x 13 Inch, Gray\", \"asin\": \"B00008W70F\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"8-Inch Pink Nonstick Egg Pan, PFOA-Free Stone Cookware Skillet, Induction Compatible\", \"asin\": \"B095NQVPCN\", \"price\": \"$14.44\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Katbite 200Pcs 8 Inch Parchment Paper Rounds, Unbleached & Non-stick, Precut Parchment Circles for Spring Pan, Storage/Freezing Hamburger Patties\", \"asin\": \"B09QC4NLZF\", \"price\": \"$8.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Medical Stone Pan Non-Stick Frying Pan Egg Small Pan, Household Less Oil Smoke Steak Frying pans induction nonstick frying pan, for Induction and Gas Stoves small non stick frying pan (14CM)\", \"asin\": \"B0CXWXWWCS\", \"price\": \"$14.53\", \"delivery\": \"FREE delivery Apr 27 - May 5 for Prime members\"},\n{\"title\": \"Non Stick Frying Pan 10 inch Egg Pans Skillet Nonstick Pan Detachable Wooden Handle\", \"asin\": \"B0D3L33TNK\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Glass Lid for Frying Pan, Fry Pan, Skillet, Pan Lid with Handle Coated in Silicone Ring,9.5\\\"/24cm, Clear\", \"asin\": \"B088GLBS5N\", \"price\": \"$13.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKENMASTER Bakken-Swiss 2-Piece Mini Nonstick Egg Pan & Omelet Pan \\u2013 Egg Pan [5.5''] with Marble Coating Non-Stick, Skillet, Eco-Friendly \\u2013for Eggs Pancakes, for All Stoves - Non Toxic\", \"asin\": \"B0CLCTSXMT\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GoodCook Everyday Nonstick Steel Square Pan, 8\\\", Gray\", \"asin\": \"B0026RHHZ6\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA USA Woodlook 8\\\" Black Stone Fry Pan Handle and Speckled Nonstick Interior, 8\\\"\", \"asin\": \"B07BN2G5Q9\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"2 Pack Loaf Pan with Lid, 1 lb/0.5 lb Non-Stick Bread Pans, Carbon Steel Corrugated Bread Toast Box Mold with Cover for Baking, Bread Pan Bread Tin for Homemade Cakes, Breads\", \"asin\": \"B0D2BLCLW4\", \"price\": \"$12.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 Only 19 left in stock - order soon.\"},\n{\"title\": \"Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and More - Non-Stick Marble Coating Skillet Induction Compatible\", \"asin\": \"B0BJJYGH43\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Bakeware Springform Baking Pan, Round Nonstick Cheesecake Pan - 9 Inch, Gray\", \"asin\": \"B00008W70M\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Granitestone Blue Mini Nonstick Egg Pan & Omelet Pan \\u2013 5.5\\u201d Single Serve Egg Nonstick/Skillet, Diamond Infused, Small Frying Designed for Eggs Pancakes, Non Toxic, Dishwasher Safe\", \"asin\": \"B084BNZDXB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"9.5\\\" Non-stick Cake Pan, Heavy Duty Carbon Steel Fluted Tube Round Baking Pan,Buntz Pound Cake Pan Mold,Tube Bakeware,Baking Mold for Jello,Gelatin,Chocoflan,Flan\", \"asin\": \"B0D9YJFJRP\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenPan Mini Healthy Ceramic Nonstick, 5\\\" Round Egg Pan, PFAS-Free, Dishwasher Safe, Stay Cool Handle, Black\", \"asin\": \"B015Y20MVK\", \"price\": \"$10.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GoodCook AirPerfect Nonstick 16\\u201d Pizza Pan \\u2013 Pizza Tray for Oven, Perforated Round Pizza Pan, Carbon Steel Baking Pan, Homemade, Frozen & Leftover Slices\", \"asin\": \"B097FDW796\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family\", \"asin\": \"B0BK36VVR9\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Blue Diamond Mini Egg Frying Pan Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B07VPRSL3D\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"4-Cup Egg Pan Nonstick, and Healthy Granite Egg Frying Pan, Versatile Breakfast Skillet for Eggs, Pancakes, Plett, Crepes, Compatible with Gas Stove and Induction Cooktop\", \"asin\": \"B0C9DFBDBJ\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Nonstick Square Cake Pan\", \"asin\": \"B00008W70H\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"4-Cup Nonstick Omelette Skillet Egg Frying Pan, Healthy Breakfast Pancake Pan for Pancake, Hamburger, Bacon, Easy to Clean, Detachable Bakelite HandleSuitable for Gas Stove & Induction Cookware (1)\", \"asin\": \"B0DKTF4HQG\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)\", \"asin\": \"B0CNTQ614D\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Nonstick Bakeware 9-Inch x 5-Inch Loaf Pan, Gray -\", \"asin\": \"B00008W70I\", \"price\": \"$6.41\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Hiware 9 Inch Non-stick Cheesecake Pan Springform Pan with Removable Bottom/Leakproof - Black\", \"asin\": \"B01N349SON\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware 12-c. Nonstick Nonstick Bakeware Muffin Pan, Gray\", \"asin\": \"B00008W70J\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Four-Cup Fried Egg Pan, Medical Stone Non-Stick Frying Pan for Breakfast,Divided Egg Omelet Pans Suitable for Gas Stove and Induction Cooker (3-inch eggs)\", \"asin\": \"B0BF58HS4Y\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Goodcook Everyday Nonstick Aluminum 4.6\\\" Mini Frying Pan, Black\", \"asin\": \"B00JZN78IA\", \"price\": \"$9.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Wilton Perfect Results Premium Non-Stick 9.51-Inch Fluted Tube Pan\", \"asin\": \"B004EBK7TK\", \"price\": \"$14.33\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Bakken-Swiss 2-Piece Mini Nonstick Egg and Omelet Pan Set \\u2013 5.5'' Skillet with Copper/Golden Non-Stick Coating, Eco-Friendly and Non-Toxic \\u2013 Perfect for Eggs & Pancakes\", \"asin\": \"B0DCW915KG\", \"price\": \"$12.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cuisinart Chef's Classic Nonstick Bakeware 9-1/2-Inch Fluted Cake Pan,Silver\", \"asin\": \"B0000D8CAM\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA USA 10\\\" Carbon Steel Coated Nonstick Paella Pan, Black, Red Handles\", \"asin\": \"B07XZVH83R\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Amazon Basics Rectangular Baking Bread Loaf Pan, 9.5 x 5 Inch, Set of 2, Gray\", \"asin\": \"B073P52PPR\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Winco AFP-8XC Commercial-Grade Aluminium Fry Pan/Skillet, 8\\\", Silver\", \"asin\": \"B0BZJWJWGY\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 10 left in stock (more on the way).\"},\n{\"title\": \"Granite Grey 3-Section Pan \\u2013 Nonstick 2 Cup Egg Frying Pan, Dual-Egg Breakfast Skillet, Divided Pan for Egg McMuffin, Pancakes & Sides, Easy to Clean\", \"asin\": \"B0D6TV7346\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"4-Cup Egg Pan Nonstick, Healthy Aluminum Omelette Pan, Breakfast Omelette Skillet for Fried Eggs Cooker, Pancakes, Suitable for Gas Stove & Induction Cookware\", \"asin\": \"B0CY9K2PTH\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Wilton Perfect Results Premium Non-Stick Cupcake Pan, 12-Cup Muffin Tin, Steel Baking Supplies\", \"asin\": \"B001K26ZPG\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cuisinart 9-Inch Round Cake Pan, Chef's Classic Nonstick Bakeware, Silver, AMB-9RCK\", \"asin\": \"B0000ULZX6\", \"price\": \"$10.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"CAKETIME 12 Cups Silicone Muffin Pan - Nonstick Cupcake Pan 1 Pack Regular Size Silicone Mold for Baking\", \"asin\": \"B07R9ZKW43\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKEN Kitchen Baking Pans - Nonstick Blue Coating, 13.58\\u2019\\u2019 \\u00d7 9.65\\u2019\\u2019 Commercial Grade Carbon Steel Cookie Sheet, Diamond Texture Bottom, PFOA, PFOS, PTFE Free, Oven Safe Tray (450\\u00b0F), Blue\", \"asin\": \"B0DW6Q57XG\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Springform Pan 9\\\" Nonstick - Cheesecake Pan with Removable Bottom, Spring Form Round Baking Cake Mold for Cheesecake or Pie,Bakeware Accessories,Baking Gadgets-Matte Black\", \"asin\": \"B0DRYH97YH\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKEN Kitchen Baking Pan Set - Nonstick Coating, Carbon Steel Bakeware Sets with Blue Silicone Handles, Baking Kitchen Essentials, PFOA, PFOS, PTFE Free, Oven Safe Tray (Up To 450\\u00b0 F), Set of 3\", \"asin\": \"B0DJDMVQJG\", \"price\": \"$14.31\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"GoodCook Everyday Nonstick Steel Muffin Pan, 6 cup, Gray\", \"asin\": \"B0026RHI8M\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Tellshun 10 Inch Springform Pan Tin With 50Pcs Parchment Paper Nonstick Baking Mold Round Leakproof Removable Bottom Bakeware for Cake Cheesecakes Pie Pizza and Quiches\", \"asin\": \"B09ZY6YCHR\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKEN Kitchen Baking Pan Set - Nonstick Coating, Commercial Grade Carbon Steel Bakeware Sets, Baking Kitchen Essentials, PFOA, PFOS, PTFE Free, Oven Safe Tray (Up to 450\\u00b0 F), Set of 3, Blue Marble\", \"asin\": \"B0DT535QWZ\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T08:10:55.965Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-13T08:10:55.965Z
click
filter
rule
train
2,781
2025-04-13T08:10:55.965Z
click
filter
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:01:43.860Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:28.291Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:02:54.239Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:54.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:58.571Z", "action": "input", "action_argument": "bag"} {"timestamp": "2025-04-12T04:03:00.956Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:03:23.008Z", "action": "input", "action_argument": "hefty ultra strong 13 gallon trash bags"} {"timestamp": "2025-04-13T06:34:29.262Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:43.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:50.655Z", "action": "input", "action_argument": "stainless steel pan"} {"timestamp": "2025-04-13T06:34:51.119Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:35:18.020Z", "action": "click_product", "action_argument": "B0DB42KNBC"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-13T08:10:23.124Z", "action": "input", "action_argument": "non stick pan"} {"timestamp": "2025-04-13T08:10:23.335Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T08:10:52.417Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:10:53.588Z", "action": "click", "action_argument": "filter"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "non stick pan"}], "search_results": [{"title": "Blue Diamond Frying Pan 8\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue", "asin": "B08223PQFX", "price": "$14.98", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "GreenPan Rio Healthy Ceramic Nonstick 7\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black", "asin": "B07Y914BC6", "price": "$14.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')", "asin": "B08L973Z94", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Nonstick Square Cake Pan", "asin": "B00008W70H", "price": "$5.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family", "asin": "B0BK36VVR9", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Blue Diamond Frying Pan 8\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue", "asin": "B08223PQFX", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "IMUSA Black USA IMU-25010TGT 10\" Nonstick Bistro Saute Pan, 10 Inch", "asin": "B07SVBC6NV", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GreenLife Soft Grip Healthy Ceramic Nonstick 8\" Frying Pan, PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Non-Stick Kitchen Essentials, Grey", "asin": "B0DPR6K2BC", "price": "$14.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"}, {"title": "CAROTE 8 Inch Non Stick Frying Pans Non Stick Skillet, Egg Pan Omelet Pans, Stone Cookware Chef's Pan PFOA FREE", "asin": "B0D8LDCBFQ", "price": "$9.98", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 10 left in stock - order soon."}, {"title": "IMUSA 12\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black", "asin": "B0DK41Q2HZ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')", "asin": "B08L973Z94", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Winco Commercial-Grade Aluminium Fry Pan/Skillet, Natural Finish with Cool Touch Handle, 8\"", "asin": "B001BFZ1N4", "price": "$14.40", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and More - Non-Stick Marble Coating Skillet Induction Compatible", "asin": "B0BJJYGH43", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)", "asin": "B0DKJCRF91", "price": "$12.99", "delivery": " Two-DayFREE delivery Tue, Apr 15 Only 3 left in stock - order soon."}, {"title": "Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)", "asin": "B0CNTQ614D", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Nonstick frying pan skillet, swiss granite coating pan, egg omelette pan, pfoa free, chef pan healthy stone (9.5 inches)", "asin": "B0DBR2NJ81", "price": "$12.99", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 17 left in stock - order soon."}, {"title": "IKTU Nonstick Frying Pan Skillet, 11\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free", "asin": "B0DN1HGCQW", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Farberware Nonstick Bakeware Baking Pan / Nonstick Cake Pan, Rectangle - 9 Inch x 13 Inch, Gray", "asin": "B00008W70F", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "8-Inch Pink Nonstick Egg Pan, PFOA-Free Stone Cookware Skillet, Induction Compatible", "asin": "B095NQVPCN", "price": "$14.44", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Katbite 200Pcs 8 Inch Parchment Paper Rounds, Unbleached & Non-stick, Precut Parchment Circles for Spring Pan, Storage/Freezing Hamburger Patties", "asin": "B09QC4NLZF", "price": "$8.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Medical Stone Pan Non-Stick Frying Pan Egg Small Pan, Household Less Oil Smoke Steak Frying pans induction nonstick frying pan, for Induction and Gas Stoves small non stick frying pan (14CM)", "asin": "B0CXWXWWCS", "price": "$14.53", "delivery": "FREE delivery Apr 27 - May 5 for Prime members"}, {"title": "Non Stick Frying Pan 10 inch Egg Pans Skillet Nonstick Pan Detachable Wooden Handle", "asin": "B0D3L33TNK", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Glass Lid for Frying Pan, Fry Pan, Skillet, Pan Lid with Handle Coated in Silicone Ring,9.5\"/24cm, Clear", "asin": "B088GLBS5N", "price": "$13.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "GreenPan Rio Healthy Ceramic Nonstick 7\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black", "asin": "B07Y914BC6", "price": "$14.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "BAKKENMASTER Bakken-Swiss 2-Piece Mini Nonstick Egg Pan & Omelet Pan \u2013 Egg Pan [5.5''] with Marble Coating Non-Stick, Skillet, Eco-Friendly \u2013for Eggs Pancakes, for All Stoves - Non Toxic", "asin": "B0CLCTSXMT", "price": "$7.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GoodCook Everyday Nonstick Steel Square Pan, 8\", Gray", "asin": "B0026RHHZ6", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "IMUSA USA Woodlook 8\" Black Stone Fry Pan Handle and Speckled Nonstick Interior, 8\"", "asin": "B07BN2G5Q9", "price": "$9.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "2 Pack Loaf Pan with Lid, 1 lb/0.5 lb Non-Stick Bread Pans, Carbon Steel Corrugated Bread Toast Box Mold with Cover for Baking, Bread Pan Bread Tin for Homemade Cakes, Breads", "asin": "B0D2BLCLW4", "price": "$12.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 Only 19 left in stock - order soon."}, {"title": "Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and More - Non-Stick Marble Coating Skillet Induction Compatible", "asin": "B0BJJYGH43", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Farberware Bakeware Springform Baking Pan, Round Nonstick Cheesecake Pan - 9 Inch, Gray", "asin": "B00008W70M", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Granitestone Blue Mini Nonstick Egg Pan & Omelet Pan \u2013 5.5\u201d Single Serve Egg Nonstick/Skillet, Diamond Infused, Small Frying Designed for Eggs Pancakes, Non Toxic, Dishwasher Safe", "asin": "B084BNZDXB", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "9.5\" Non-stick Cake Pan, Heavy Duty Carbon Steel Fluted Tube Round Baking Pan,Buntz Pound Cake Pan Mold,Tube Bakeware,Baking Mold for Jello,Gelatin,Chocoflan,Flan", "asin": "B0D9YJFJRP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GreenPan Mini Healthy Ceramic Nonstick, 5\" Round Egg Pan, PFAS-Free, Dishwasher Safe, Stay Cool Handle, Black", "asin": "B015Y20MVK", "price": "$10.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GoodCook AirPerfect Nonstick 16\u201d Pizza Pan \u2013 Pizza Tray for Oven, Perforated Round Pizza Pan, Carbon Steel Baking Pan, Homemade, Frozen & Leftover Slices", "asin": "B097FDW796", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family", "asin": "B0BK36VVR9", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Blue Diamond Mini Egg Frying Pan Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue", "asin": "B07VPRSL3D", "price": "$9.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"}, {"title": "4-Cup Egg Pan Nonstick, and Healthy Granite Egg Frying Pan, Versatile Breakfast Skillet for Eggs, Pancakes, Plett, Crepes, Compatible with Gas Stove and Induction Cooktop", "asin": "B0C9DFBDBJ", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Nonstick Square Cake Pan", "asin": "B00008W70H", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "4-Cup Nonstick Omelette Skillet Egg Frying Pan, Healthy Breakfast Pancake Pan for Pancake, Hamburger, Bacon, Easy to Clean, Detachable Bakelite HandleSuitable for Gas Stove & Induction Cookware (1)", "asin": "B0DKTF4HQG", "price": "$14.99", "delivery": "FREE delivery Apr 16 - 18"}, {"title": "Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)", "asin": "B0CNTQ614D", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Farberware Nonstick Bakeware 9-Inch x 5-Inch Loaf Pan, Gray -", "asin": "B00008W70I", "price": "$6.41", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Hiware 9 Inch Non-stick Cheesecake Pan Springform Pan with Removable Bottom/Leakproof - Black", "asin": "B01N349SON", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Farberware 12-c. Nonstick Nonstick Bakeware Muffin Pan, Gray", "asin": "B00008W70J", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Four-Cup Fried Egg Pan, Medical Stone Non-Stick Frying Pan for Breakfast,Divided Egg Omelet Pans Suitable for Gas Stove and Induction Cooker (3-inch eggs)", "asin": "B0BF58HS4Y", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Goodcook Everyday Nonstick Aluminum 4.6\" Mini Frying Pan, Black", "asin": "B00JZN78IA", "price": "$9.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Wilton Perfect Results Premium Non-Stick 9.51-Inch Fluted Tube Pan", "asin": "B004EBK7TK", "price": "$14.33", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Bakken-Swiss 2-Piece Mini Nonstick Egg and Omelet Pan Set \u2013 5.5'' Skillet with Copper/Golden Non-Stick Coating, Eco-Friendly and Non-Toxic \u2013 Perfect for Eggs & Pancakes", "asin": "B0DCW915KG", "price": "$12.84", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Cuisinart Chef's Classic Nonstick Bakeware 9-1/2-Inch Fluted Cake Pan,Silver", "asin": "B0000D8CAM", "price": "$14.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "IMUSA USA 10\" Carbon Steel Coated Nonstick Paella Pan, Black, Red Handles", "asin": "B07XZVH83R", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Amazon Basics Rectangular Baking Bread Loaf Pan, 9.5 x 5 Inch, Set of 2, Gray", "asin": "B073P52PPR", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Winco AFP-8XC Commercial-Grade Aluminium Fry Pan/Skillet, 8\", Silver", "asin": "B0BZJWJWGY", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Only 10 left in stock (more on the way)."}, {"title": "Granite Grey 3-Section Pan \u2013 Nonstick 2 Cup Egg Frying Pan, Dual-Egg Breakfast Skillet, Divided Pan for Egg McMuffin, Pancakes & Sides, Easy to Clean", "asin": "B0D6TV7346", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "4-Cup Egg Pan Nonstick, Healthy Aluminum Omelette Pan, Breakfast Omelette Skillet for Fried Eggs Cooker, Pancakes, Suitable for Gas Stove & Induction Cookware", "asin": "B0CY9K2PTH", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Wilton Perfect Results Premium Non-Stick Cupcake Pan, 12-Cup Muffin Tin, Steel Baking Supplies", "asin": "B001K26ZPG", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Cuisinart 9-Inch Round Cake Pan, Chef's Classic Nonstick Bakeware, Silver, AMB-9RCK", "asin": "B0000ULZX6", "price": "$10.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "CAKETIME 12 Cups Silicone Muffin Pan - Nonstick Cupcake Pan 1 Pack Regular Size Silicone Mold for Baking", "asin": "B07R9ZKW43", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "BAKKEN Kitchen Baking Pans - Nonstick Blue Coating, 13.58\u2019\u2019 \u00d7 9.65\u2019\u2019 Commercial Grade Carbon Steel Cookie Sheet, Diamond Texture Bottom, PFOA, PFOS, PTFE Free, Oven Safe Tray (450\u00b0F), Blue", "asin": "B0DW6Q57XG", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Springform Pan 9\" Nonstick - Cheesecake Pan with Removable Bottom, Spring Form Round Baking Cake Mold for Cheesecake or Pie,Bakeware Accessories,Baking Gadgets-Matte Black", "asin": "B0DRYH97YH", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "BAKKEN Kitchen Baking Pan Set - Nonstick Coating, Carbon Steel Bakeware Sets with Blue Silicone Handles, Baking Kitchen Essentials, PFOA, PFOS, PTFE Free, Oven Safe Tray (Up To 450\u00b0 F), Set of 3", "asin": "B0DJDMVQJG", "price": "$14.31", "delivery": " Two-Day FREE delivery Tue, Apr 15"}, {"title": "GoodCook Everyday Nonstick Steel Muffin Pan, 6 cup, Gray", "asin": "B0026RHI8M", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Tellshun 10 Inch Springform Pan Tin With 50Pcs Parchment Paper Nonstick Baking Mold Round Leakproof Removable Bottom Bakeware for Cake Cheesecakes Pie Pizza and Quiches", "asin": "B09ZY6YCHR", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "BAKKEN Kitchen Baking Pan Set - Nonstick Coating, Commercial Grade Carbon Steel Bakeware Sets, Baking Kitchen Essentials, PFOA, PFOS, PTFE Free, Oven Safe Tray (Up to 450\u00b0 F), Set of 3, Blue Marble", "asin": "B0DT535QWZ", "price": "$12.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-13T08:10:55.965Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-13T08:10:55.965Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-13T08:10:55.965Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>", "index": 2781, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n{\"timestamp\": \"2025-04-13T08:10:23.335Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T08:10:52.417Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:53.588Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"non stick pan\"}],\n\"search_results\": [{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')\", \"asin\": \"B08L973Z94\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Square Cake Pan\", \"asin\": \"B00008W70H\", \"price\": \"$5.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family\", \"asin\": \"B0BK36VVR9\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA Black USA IMU-25010TGT 10\\\" Nonstick Bistro Saute Pan, 10 Inch\", \"asin\": \"B07SVBC6NV\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenLife Soft Grip Healthy Ceramic Nonstick 8\\\" Frying Pan, PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Non-Stick Kitchen Essentials, Grey\", \"asin\": \"B0DPR6K2BC\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"CAROTE 8 Inch Non Stick Frying Pans Non Stick Skillet, Egg Pan Omelet Pans, Stone Cookware Chef's Pan PFOA FREE\", \"asin\": \"B0D8LDCBFQ\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 10 left in stock - order soon.\"},\n{\"title\": \"IMUSA 12\\\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black\", \"asin\": \"B0DK41Q2HZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')\", \"asin\": \"B08L973Z94\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Winco Commercial-Grade Aluminium Fry Pan/Skillet, Natural Finish with Cool Touch Handle, 8\\\"\", \"asin\": \"B001BFZ1N4\", \"price\": \"$14.40\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and More - Non-Stick Marble Coating Skillet Induction Compatible\", \"asin\": \"B0BJJYGH43\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)\", \"asin\": \"B0DKJCRF91\", \"price\": \"$12.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)\", \"asin\": \"B0CNTQ614D\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick frying pan skillet, swiss granite coating pan, egg omelette pan, pfoa free, chef pan healthy stone (9.5 inches)\", \"asin\": \"B0DBR2NJ81\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 17 left in stock - order soon.\"},\n{\"title\": \"IKTU Nonstick Frying Pan Skillet, 11\\\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free\", \"asin\": \"B0DN1HGCQW\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Nonstick Bakeware Baking Pan / Nonstick Cake Pan, Rectangle - 9 Inch x 13 Inch, Gray\", \"asin\": \"B00008W70F\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"8-Inch Pink Nonstick Egg Pan, PFOA-Free Stone Cookware Skillet, Induction Compatible\", \"asin\": \"B095NQVPCN\", \"price\": \"$14.44\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Katbite 200Pcs 8 Inch Parchment Paper Rounds, Unbleached & Non-stick, Precut Parchment Circles for Spring Pan, Storage/Freezing Hamburger Patties\", \"asin\": \"B09QC4NLZF\", \"price\": \"$8.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Medical Stone Pan Non-Stick Frying Pan Egg Small Pan, Household Less Oil Smoke Steak Frying pans induction nonstick frying pan, for Induction and Gas Stoves small non stick frying pan (14CM)\", \"asin\": \"B0CXWXWWCS\", \"price\": \"$14.53\", \"delivery\": \"FREE delivery Apr 27 - May 5 for Prime members\"},\n{\"title\": \"Non Stick Frying Pan 10 inch Egg Pans Skillet Nonstick Pan Detachable Wooden Handle\", \"asin\": \"B0D3L33TNK\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Glass Lid for Frying Pan, Fry Pan, Skillet, Pan Lid with Handle Coated in Silicone Ring,9.5\\\"/24cm, Clear\", \"asin\": \"B088GLBS5N\", \"price\": \"$13.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKENMASTER Bakken-Swiss 2-Piece Mini Nonstick Egg Pan & Omelet Pan \\u2013 Egg Pan [5.5''] with Marble Coating Non-Stick, Skillet, Eco-Friendly \\u2013for Eggs Pancakes, for All Stoves - Non Toxic\", \"asin\": \"B0CLCTSXMT\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GoodCook Everyday Nonstick Steel Square Pan, 8\\\", Gray\", \"asin\": \"B0026RHHZ6\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA USA Woodlook 8\\\" Black Stone Fry Pan Handle and Speckled Nonstick Interior, 8\\\"\", \"asin\": \"B07BN2G5Q9\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"2 Pack Loaf Pan with Lid, 1 lb/0.5 lb Non-Stick Bread Pans, Carbon Steel Corrugated Bread Toast Box Mold with Cover for Baking, Bread Pan Bread Tin for Homemade Cakes, Breads\", \"asin\": \"B0D2BLCLW4\", \"price\": \"$12.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 Only 19 left in stock - order soon.\"},\n{\"title\": \"Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and More - Non-Stick Marble Coating Skillet Induction Compatible\", \"asin\": \"B0BJJYGH43\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Bakeware Springform Baking Pan, Round Nonstick Cheesecake Pan - 9 Inch, Gray\", \"asin\": \"B00008W70M\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Granitestone Blue Mini Nonstick Egg Pan & Omelet Pan \\u2013 5.5\\u201d Single Serve Egg Nonstick/Skillet, Diamond Infused, Small Frying Designed for Eggs Pancakes, Non Toxic, Dishwasher Safe\", \"asin\": \"B084BNZDXB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"9.5\\\" Non-stick Cake Pan, Heavy Duty Carbon Steel Fluted Tube Round Baking Pan,Buntz Pound Cake Pan Mold,Tube Bakeware,Baking Mold for Jello,Gelatin,Chocoflan,Flan\", \"asin\": \"B0D9YJFJRP\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenPan Mini Healthy Ceramic Nonstick, 5\\\" Round Egg Pan, PFAS-Free, Dishwasher Safe, Stay Cool Handle, Black\", \"asin\": \"B015Y20MVK\", \"price\": \"$10.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GoodCook AirPerfect Nonstick 16\\u201d Pizza Pan \\u2013 Pizza Tray for Oven, Perforated Round Pizza Pan, Carbon Steel Baking Pan, Homemade, Frozen & Leftover Slices\", \"asin\": \"B097FDW796\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family\", \"asin\": \"B0BK36VVR9\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Blue Diamond Mini Egg Frying Pan Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B07VPRSL3D\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"4-Cup Egg Pan Nonstick, and Healthy Granite Egg Frying Pan, Versatile Breakfast Skillet for Eggs, Pancakes, Plett, Crepes, Compatible with Gas Stove and Induction Cooktop\", \"asin\": \"B0C9DFBDBJ\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Nonstick Square Cake Pan\", \"asin\": \"B00008W70H\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"4-Cup Nonstick Omelette Skillet Egg Frying Pan, Healthy Breakfast Pancake Pan for Pancake, Hamburger, Bacon, Easy to Clean, Detachable Bakelite HandleSuitable for Gas Stove & Induction Cookware (1)\", \"asin\": \"B0DKTF4HQG\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)\", \"asin\": \"B0CNTQ614D\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Nonstick Bakeware 9-Inch x 5-Inch Loaf Pan, Gray -\", \"asin\": \"B00008W70I\", \"price\": \"$6.41\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Hiware 9 Inch Non-stick Cheesecake Pan Springform Pan with Removable Bottom/Leakproof - Black\", \"asin\": \"B01N349SON\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware 12-c. Nonstick Nonstick Bakeware Muffin Pan, Gray\", \"asin\": \"B00008W70J\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Four-Cup Fried Egg Pan, Medical Stone Non-Stick Frying Pan for Breakfast,Divided Egg Omelet Pans Suitable for Gas Stove and Induction Cooker (3-inch eggs)\", \"asin\": \"B0BF58HS4Y\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Goodcook Everyday Nonstick Aluminum 4.6\\\" Mini Frying Pan, Black\", \"asin\": \"B00JZN78IA\", \"price\": \"$9.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Wilton Perfect Results Premium Non-Stick 9.51-Inch Fluted Tube Pan\", \"asin\": \"B004EBK7TK\", \"price\": \"$14.33\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Bakken-Swiss 2-Piece Mini Nonstick Egg and Omelet Pan Set \\u2013 5.5'' Skillet with Copper/Golden Non-Stick Coating, Eco-Friendly and Non-Toxic \\u2013 Perfect for Eggs & Pancakes\", \"asin\": \"B0DCW915KG\", \"price\": \"$12.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cuisinart Chef's Classic Nonstick Bakeware 9-1/2-Inch Fluted Cake Pan,Silver\", \"asin\": \"B0000D8CAM\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA USA 10\\\" Carbon Steel Coated Nonstick Paella Pan, Black, Red Handles\", \"asin\": \"B07XZVH83R\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Amazon Basics Rectangular Baking Bread Loaf Pan, 9.5 x 5 Inch, Set of 2, Gray\", \"asin\": \"B073P52PPR\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Winco AFP-8XC Commercial-Grade Aluminium Fry Pan/Skillet, 8\\\", Silver\", \"asin\": \"B0BZJWJWGY\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 10 left in stock (more on the way).\"},\n{\"title\": \"Granite Grey 3-Section Pan \\u2013 Nonstick 2 Cup Egg Frying Pan, Dual-Egg Breakfast Skillet, Divided Pan for Egg McMuffin, Pancakes & Sides, Easy to Clean\", \"asin\": \"B0D6TV7346\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"4-Cup Egg Pan Nonstick, Healthy Aluminum Omelette Pan, Breakfast Omelette Skillet for Fried Eggs Cooker, Pancakes, Suitable for Gas Stove & Induction Cookware\", \"asin\": \"B0CY9K2PTH\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Wilton Perfect Results Premium Non-Stick Cupcake Pan, 12-Cup Muffin Tin, Steel Baking Supplies\", \"asin\": \"B001K26ZPG\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cuisinart 9-Inch Round Cake Pan, Chef's Classic Nonstick Bakeware, Silver, AMB-9RCK\", \"asin\": \"B0000ULZX6\", \"price\": \"$10.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"CAKETIME 12 Cups Silicone Muffin Pan - Nonstick Cupcake Pan 1 Pack Regular Size Silicone Mold for Baking\", \"asin\": \"B07R9ZKW43\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKEN Kitchen Baking Pans - Nonstick Blue Coating, 13.58\\u2019\\u2019 \\u00d7 9.65\\u2019\\u2019 Commercial Grade Carbon Steel Cookie Sheet, Diamond Texture Bottom, PFOA, PFOS, PTFE Free, Oven Safe Tray (450\\u00b0F), Blue\", \"asin\": \"B0DW6Q57XG\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Springform Pan 9\\\" Nonstick - Cheesecake Pan with Removable Bottom, Spring Form Round Baking Cake Mold for Cheesecake or Pie,Bakeware Accessories,Baking Gadgets-Matte Black\", \"asin\": \"B0DRYH97YH\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKEN Kitchen Baking Pan Set - Nonstick Coating, Carbon Steel Bakeware Sets with Blue Silicone Handles, Baking Kitchen Essentials, PFOA, PFOS, PTFE Free, Oven Safe Tray (Up To 450\\u00b0 F), Set of 3\", \"asin\": \"B0DJDMVQJG\", \"price\": \"$14.31\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"GoodCook Everyday Nonstick Steel Muffin Pan, 6 cup, Gray\", \"asin\": \"B0026RHI8M\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Tellshun 10 Inch Springform Pan Tin With 50Pcs Parchment Paper Nonstick Baking Mold Round Leakproof Removable Bottom Bakeware for Cake Cheesecakes Pie Pizza and Quiches\", \"asin\": \"B09ZY6YCHR\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKEN Kitchen Baking Pan Set - Nonstick Coating, Commercial Grade Carbon Steel Bakeware Sets, Baking Kitchen Essentials, PFOA, PFOS, PTFE Free, Oven Safe Tray (Up to 450\\u00b0 F), Set of 3, Blue Marble\", \"asin\": \"B0DT535QWZ\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T08:10:55.965Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n{\"timestamp\": \"2025-04-13T08:10:23.335Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T08:10:52.417Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:53.588Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:55.965Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"non stick pan\"}],\n\"promotion_items\": [{\"title\": \"Caraway Stainless Steel Fry Pan (1.05 qt, 8\\\") - 5-Ply Stainless Steel Pan - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free\", \"asin\": \"B0CPJTDCR2\", \"price\": \"$125.00\", \"quantity\": \"\"},\n{\"title\": \"Made In Cookware - 10-Inch Stainless Steel Frying Pan - 5 Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible\", \"asin\": \"B09S12WX42\", \"price\": \"$119.50\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Black\", \"asin\": \"B0CGRXZSTD\", \"price\": \"$125.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Cast Iron Skillet - 10.5\\u201d Enameled Cast Iron Pan With 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Gray\", \"asin\": \"B0DJRYJYQ9\", \"price\": \"$185.00\", \"quantity\": \"\"},\n{\"title\": \"AVACRAFT 18/10 8 Inch Stainless Steel Frying Pan with Lid, Side Spouts, Induction Pan, Versatile Stainless Steel Skillet, Fry Pan in our Pots and Pans (Stainless Steel, 8 Inch)\", \"asin\": \"B07F6DLM8L\", \"price\": \"$55.50\", \"quantity\": \"\"},\n{\"title\": \"KITEXPERT Non Stick Frying Pans Set - 3 Piece (8\\\", 10\\\", 12\\\") Beige Titanium Ceramic Pan, Nonstick Skillet Stainless Steel, PFAS, PFOA & PTFE Free, Dishwasher & Oven Safe, All Cooktops Compatible\", \"asin\": \"B0DP3ZSHQN\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"12 Inch Tri-Ply Stainless Steel Frying Pan, Skillet, Induction Cooking Pan, Dishwasher and Oven Safe, Fast & Even Heat, Heavy Duty and Detachable Handle\", \"asin\": \"B0DQ8L5MJ1\", \"price\": \"$27.49\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ4Q\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"The Only Academic Phrasebook You'll Ever Need: 600 Examples of Academic Language\", \"asin\": \"1539527751\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 XL Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ8M\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"The Craft of Research, Fifth Edition (Chicago Guides to Writing, Editing, and Publishing)\", \"asin\": \"0226826678\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"myCartridge SUPRINT 245XL Ink Cartridge PG-245 CL-246 Replacement for Canon Ink 245 and 246 Compatible for Canon 245XL 246XL Combo Pack for Pixma MG2522 TS3122 TS3322 MX490 TR4520 Printer 245 Ink\", \"asin\": \"B08J3NY6QV\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"A Manual for Writers of Research Papers, Theses, and Dissertations, Ninth Edition: Chicago Style for Students and Researchers (Chicago Guides to Writing, Editing, and Publishing)\", \"asin\": \"022643057X\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')\", \"asin\": \"B08L973Z94\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Square Cake Pan\", \"asin\": \"B00008W70H\", \"price\": \"$5.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family\", \"asin\": \"B0BK36VVR9\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA Black USA IMU-25010TGT 10\\\" Nonstick Bistro Saute Pan, 10 Inch\", \"asin\": \"B07SVBC6NV\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenLife Soft Grip Healthy Ceramic Nonstick 8\\\" Frying Pan, PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Non-Stick Kitchen Essentials, Grey\", \"asin\": \"B0DPR6K2BC\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"CAROTE 8 Inch Non Stick Frying Pans Non Stick Skillet, Egg Pan Omelet Pans, Stone Cookware Chef's Pan PFOA FREE\", \"asin\": \"B0D8LDCBFQ\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 10 left in stock - order soon.\"},\n{\"title\": \"IMUSA 12\\\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black\", \"asin\": \"B0DK41Q2HZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')\", \"asin\": \"B08L973Z94\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Winco Commercial-Grade Aluminium Fry Pan/Skillet, Natural Finish with Cool Touch Handle, 8\\\"\", \"asin\": \"B001BFZ1N4\", \"price\": \"$14.40\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and More - Non-Stick Marble Coating Skillet Induction Compatible\", \"asin\": \"B0BJJYGH43\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)\", \"asin\": \"B0DKJCRF91\", \"price\": \"$12.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)\", \"asin\": \"B0CNTQ614D\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick frying pan skillet, swiss granite coating pan, egg omelette pan, pfoa free, chef pan healthy stone (9.5 inches)\", \"asin\": \"B0DBR2NJ81\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 17 left in stock - order soon.\"},\n{\"title\": \"IKTU Nonstick Frying Pan Skillet, 11\\\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free\", \"asin\": \"B0DN1HGCQW\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Nonstick Bakeware Baking Pan / Nonstick Cake Pan, Rectangle - 9 Inch x 13 Inch, Gray\", \"asin\": \"B00008W70F\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"8-Inch Pink Nonstick Egg Pan, PFOA-Free Stone Cookware Skillet, Induction Compatible\", \"asin\": \"B095NQVPCN\", \"price\": \"$14.44\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Katbite 200Pcs 8 Inch Parchment Paper Rounds, Unbleached & Non-stick, Precut Parchment Circles for Spring Pan, Storage/Freezing Hamburger Patties\", \"asin\": \"B09QC4NLZF\", \"price\": \"$8.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Medical Stone Pan Non-Stick Frying Pan Egg Small Pan, Household Less Oil Smoke Steak Frying pans induction nonstick frying pan, for Induction and Gas Stoves small non stick frying pan (14CM)\", \"asin\": \"B0CXWXWWCS\", \"price\": \"$14.53\", \"delivery\": \"FREE delivery Apr 27 - May 5 for Prime members\"},\n{\"title\": \"Non Stick Frying Pan 10 inch Egg Pans Skillet Nonstick Pan Detachable Wooden Handle\", \"asin\": \"B0D3L33TNK\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Glass Lid for Frying Pan, Fry Pan, Skillet, Pan Lid with Handle Coated in Silicone Ring,9.5\\\"/24cm, Clear\", \"asin\": \"B088GLBS5N\", \"price\": \"$13.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKENMASTER Bakken-Swiss 2-Piece Mini Nonstick Egg Pan & Omelet Pan \\u2013 Egg Pan [5.5''] with Marble Coating Non-Stick, Skillet, Eco-Friendly \\u2013for Eggs Pancakes, for All Stoves - Non Toxic\", \"asin\": \"B0CLCTSXMT\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GoodCook Everyday Nonstick Steel Square Pan, 8\\\", Gray\", \"asin\": \"B0026RHHZ6\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA USA Woodlook 8\\\" Black Stone Fry Pan Handle and Speckled Nonstick Interior, 8\\\"\", \"asin\": \"B07BN2G5Q9\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"2 Pack Loaf Pan with Lid, 1 lb/0.5 lb Non-Stick Bread Pans, Carbon Steel Corrugated Bread Toast Box Mold with Cover for Baking, Bread Pan Bread Tin for Homemade Cakes, Breads\", \"asin\": \"B0D2BLCLW4\", \"price\": \"$12.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 Only 19 left in stock - order soon.\"},\n{\"title\": \"Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and More - Non-Stick Marble Coating Skillet Induction Compatible\", \"asin\": \"B0BJJYGH43\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Bakeware Springform Baking Pan, Round Nonstick Cheesecake Pan - 9 Inch, Gray\", \"asin\": \"B00008W70M\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Granitestone Blue Mini Nonstick Egg Pan & Omelet Pan \\u2013 5.5\\u201d Single Serve Egg Nonstick/Skillet, Diamond Infused, Small Frying Designed for Eggs Pancakes, Non Toxic, Dishwasher Safe\", \"asin\": \"B084BNZDXB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"9.5\\\" Non-stick Cake Pan, Heavy Duty Carbon Steel Fluted Tube Round Baking Pan,Buntz Pound Cake Pan Mold,Tube Bakeware,Baking Mold for Jello,Gelatin,Chocoflan,Flan\", \"asin\": \"B0D9YJFJRP\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenPan Mini Healthy Ceramic Nonstick, 5\\\" Round Egg Pan, PFAS-Free, Dishwasher Safe, Stay Cool Handle, Black\", \"asin\": \"B015Y20MVK\", \"price\": \"$10.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GoodCook AirPerfect Nonstick 16\\u201d Pizza Pan \\u2013 Pizza Tray for Oven, Perforated Round Pizza Pan, Carbon Steel Baking Pan, Homemade, Frozen & Leftover Slices\", \"asin\": \"B097FDW796\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family\", \"asin\": \"B0BK36VVR9\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Blue Diamond Mini Egg Frying Pan Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B07VPRSL3D\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"4-Cup Egg Pan Nonstick, and Healthy Granite Egg Frying Pan, Versatile Breakfast Skillet for Eggs, Pancakes, Plett, Crepes, Compatible with Gas Stove and Induction Cooktop\", \"asin\": \"B0C9DFBDBJ\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Nonstick Square Cake Pan\", \"asin\": \"B00008W70H\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"4-Cup Nonstick Omelette Skillet Egg Frying Pan, Healthy Breakfast Pancake Pan for Pancake, Hamburger, Bacon, Easy to Clean, Detachable Bakelite HandleSuitable for Gas Stove & Induction Cookware (1)\", \"asin\": \"B0DKTF4HQG\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)\", \"asin\": \"B0CNTQ614D\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Nonstick Bakeware 9-Inch x 5-Inch Loaf Pan, Gray -\", \"asin\": \"B00008W70I\", \"price\": \"$6.41\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Hiware 9 Inch Non-stick Cheesecake Pan Springform Pan with Removable Bottom/Leakproof - Black\", \"asin\": \"B01N349SON\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware 12-c. Nonstick Nonstick Bakeware Muffin Pan, Gray\", \"asin\": \"B00008W70J\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Four-Cup Fried Egg Pan, Medical Stone Non-Stick Frying Pan for Breakfast,Divided Egg Omelet Pans Suitable for Gas Stove and Induction Cooker (3-inch eggs)\", \"asin\": \"B0BF58HS4Y\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Goodcook Everyday Nonstick Aluminum 4.6\\\" Mini Frying Pan, Black\", \"asin\": \"B00JZN78IA\", \"price\": \"$9.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Wilton Perfect Results Premium Non-Stick 9.51-Inch Fluted Tube Pan\", \"asin\": \"B004EBK7TK\", \"price\": \"$14.33\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Bakken-Swiss 2-Piece Mini Nonstick Egg and Omelet Pan Set \\u2013 5.5'' Skillet with Copper/Golden Non-Stick Coating, Eco-Friendly and Non-Toxic \\u2013 Perfect for Eggs & Pancakes\", \"asin\": \"B0DCW915KG\", \"price\": \"$12.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cuisinart Chef's Classic Nonstick Bakeware 9-1/2-Inch Fluted Cake Pan,Silver\", \"asin\": \"B0000D8CAM\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA USA 10\\\" Carbon Steel Coated Nonstick Paella Pan, Black, Red Handles\", \"asin\": \"B07XZVH83R\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Amazon Basics Rectangular Baking Bread Loaf Pan, 9.5 x 5 Inch, Set of 2, Gray\", \"asin\": \"B073P52PPR\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Winco AFP-8XC Commercial-Grade Aluminium Fry Pan/Skillet, 8\\\", Silver\", \"asin\": \"B0BZJWJWGY\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 10 left in stock (more on the way).\"},\n{\"title\": \"Granite Grey 3-Section Pan \\u2013 Nonstick 2 Cup Egg Frying Pan, Dual-Egg Breakfast Skillet, Divided Pan for Egg McMuffin, Pancakes & Sides, Easy to Clean\", \"asin\": \"B0D6TV7346\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"4-Cup Egg Pan Nonstick, Healthy Aluminum Omelette Pan, Breakfast Omelette Skillet for Fried Eggs Cooker, Pancakes, Suitable for Gas Stove & Induction Cookware\", \"asin\": \"B0CY9K2PTH\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Wilton Perfect Results Premium Non-Stick Cupcake Pan, 12-Cup Muffin Tin, Steel Baking Supplies\", \"asin\": \"B001K26ZPG\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cuisinart 9-Inch Round Cake Pan, Chef's Classic Nonstick Bakeware, Silver, AMB-9RCK\", \"asin\": \"B0000ULZX6\", \"price\": \"$10.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"CAKETIME 12 Cups Silicone Muffin Pan - Nonstick Cupcake Pan 1 Pack Regular Size Silicone Mold for Baking\", \"asin\": \"B07R9ZKW43\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKEN Kitchen Baking Pans - Nonstick Blue Coating, 13.58\\u2019\\u2019 \\u00d7 9.65\\u2019\\u2019 Commercial Grade Carbon Steel Cookie Sheet, Diamond Texture Bottom, PFOA, PFOS, PTFE Free, Oven Safe Tray (450\\u00b0F), Blue\", \"asin\": \"B0DW6Q57XG\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Springform Pan 9\\\" Nonstick - Cheesecake Pan with Removable Bottom, Spring Form Round Baking Cake Mold for Cheesecake or Pie,Bakeware Accessories,Baking Gadgets-Matte Black\", \"asin\": \"B0DRYH97YH\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKEN Kitchen Baking Pan Set - Nonstick Coating, Carbon Steel Bakeware Sets with Blue Silicone Handles, Baking Kitchen Essentials, PFOA, PFOS, PTFE Free, Oven Safe Tray (Up To 450\\u00b0 F), Set of 3\", \"asin\": \"B0DJDMVQJG\", \"price\": \"$14.31\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"GoodCook Everyday Nonstick Steel Muffin Pan, 6 cup, Gray\", \"asin\": \"B0026RHI8M\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Tellshun 10 Inch Springform Pan Tin With 50Pcs Parchment Paper Nonstick Baking Mold Round Leakproof Removable Bottom Bakeware for Cake Cheesecakes Pie Pizza and Quiches\", \"asin\": \"B09ZY6YCHR\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKEN Kitchen Baking Pan Set - Nonstick Coating, Commercial Grade Carbon Steel Bakeware Sets, Baking Kitchen Essentials, PFOA, PFOS, PTFE Free, Oven Safe Tray (Up to 450\\u00b0 F), Set of 3, Blue Marble\", \"asin\": \"B0DT535QWZ\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T08:11:11.371Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-13T08:11:11.371Z
click
filter
rule
train
2,782
2025-04-13T08:11:11.371Z
click
filter
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:01:43.860Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:28.291Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:02:54.239Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:54.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:58.571Z", "action": "input", "action_argument": "bag"} {"timestamp": "2025-04-12T04:03:00.956Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:03:23.008Z", "action": "input", "action_argument": "hefty ultra strong 13 gallon trash bags"} {"timestamp": "2025-04-13T06:34:29.262Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:43.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:50.655Z", "action": "input", "action_argument": "stainless steel pan"} {"timestamp": "2025-04-13T06:34:51.119Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:35:18.020Z", "action": "click_product", "action_argument": "B0DB42KNBC"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-13T08:10:23.124Z", "action": "input", "action_argument": "non stick pan"} {"timestamp": "2025-04-13T08:10:23.335Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T08:10:52.417Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:10:53.588Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:10:55.965Z", "action": "click", "action_argument": "filter"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "non stick pan"}], "promotion_items": [{"title": "Caraway Stainless Steel Fry Pan (1.05 qt, 8\") - 5-Ply Stainless Steel Pan - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free", "asin": "B0CPJTDCR2", "price": "$125.00", "quantity": ""}, {"title": "Made In Cookware - 10-Inch Stainless Steel Frying Pan - 5 Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible", "asin": "B09S12WX42", "price": "$119.50", "quantity": ""}, {"title": "Caraway Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Black", "asin": "B0CGRXZSTD", "price": "$125.00", "quantity": ""}, {"title": "Caraway Cast Iron Skillet - 10.5\u201d Enameled Cast Iron Pan With 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Gray", "asin": "B0DJRYJYQ9", "price": "$185.00", "quantity": ""}, {"title": "AVACRAFT 18/10 8 Inch Stainless Steel Frying Pan with Lid, Side Spouts, Induction Pan, Versatile Stainless Steel Skillet, Fry Pan in our Pots and Pans (Stainless Steel, 8 Inch)", "asin": "B07F6DLM8L", "price": "$55.50", "quantity": ""}, {"title": "KITEXPERT Non Stick Frying Pans Set - 3 Piece (8\", 10\", 12\") Beige Titanium Ceramic Pan, Nonstick Skillet Stainless Steel, PFAS, PFOA & PTFE Free, Dishwasher & Oven Safe, All Cooktops Compatible", "asin": "B0DP3ZSHQN", "price": "$109.99", "quantity": ""}, {"title": "12 Inch Tri-Ply Stainless Steel Frying Pan, Skillet, Induction Cooking Pan, Dishwasher and Oven Safe, Fast & Even Heat, Heavy Duty and Detachable Handle", "asin": "B0DQ8L5MJ1", "price": "$27.49", "quantity": ""}, {"title": "Canon PG-245 Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320", "asin": "B00E58RQ4Q", "price": "$18.99", "quantity": ""}, {"title": "The Only Academic Phrasebook You'll Ever Need: 600 Examples of Academic Language", "asin": "1539527751", "price": "$11.99", "quantity": ""}, {"title": "Canon PG-245 XL Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320", "asin": "B00E58RQ8M", "price": "$29.00", "quantity": ""}, {"title": "The Craft of Research, Fifth Edition (Chicago Guides to Writing, Editing, and Publishing)", "asin": "0226826678", "price": "$16.99", "quantity": ""}, {"title": "myCartridge SUPRINT 245XL Ink Cartridge PG-245 CL-246 Replacement for Canon Ink 245 and 246 Compatible for Canon 245XL 246XL Combo Pack for Pixma MG2522 TS3122 TS3322 MX490 TR4520 Printer 245 Ink", "asin": "B08J3NY6QV", "price": "$29.99", "quantity": ""}, {"title": "A Manual for Writers of Research Papers, Theses, and Dissertations, Ninth Edition: Chicago Style for Students and Researchers (Chicago Guides to Writing, Editing, and Publishing)", "asin": "022643057X", "price": "$15.99", "quantity": ""}], "search_results": [{"title": "Blue Diamond Frying Pan 8\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue", "asin": "B08223PQFX", "price": "$14.98", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "GreenPan Rio Healthy Ceramic Nonstick 7\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black", "asin": "B07Y914BC6", "price": "$14.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')", "asin": "B08L973Z94", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Nonstick Square Cake Pan", "asin": "B00008W70H", "price": "$5.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family", "asin": "B0BK36VVR9", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Blue Diamond Frying Pan 8\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue", "asin": "B08223PQFX", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "IMUSA Black USA IMU-25010TGT 10\" Nonstick Bistro Saute Pan, 10 Inch", "asin": "B07SVBC6NV", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GreenLife Soft Grip Healthy Ceramic Nonstick 8\" Frying Pan, PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Non-Stick Kitchen Essentials, Grey", "asin": "B0DPR6K2BC", "price": "$14.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"}, {"title": "CAROTE 8 Inch Non Stick Frying Pans Non Stick Skillet, Egg Pan Omelet Pans, Stone Cookware Chef's Pan PFOA FREE", "asin": "B0D8LDCBFQ", "price": "$9.98", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 10 left in stock - order soon."}, {"title": "IMUSA 12\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black", "asin": "B0DK41Q2HZ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')", "asin": "B08L973Z94", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Winco Commercial-Grade Aluminium Fry Pan/Skillet, Natural Finish with Cool Touch Handle, 8\"", "asin": "B001BFZ1N4", "price": "$14.40", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and More - Non-Stick Marble Coating Skillet Induction Compatible", "asin": "B0BJJYGH43", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)", "asin": "B0DKJCRF91", "price": "$12.99", "delivery": " Two-DayFREE delivery Tue, Apr 15 Only 3 left in stock - order soon."}, {"title": "Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)", "asin": "B0CNTQ614D", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Nonstick frying pan skillet, swiss granite coating pan, egg omelette pan, pfoa free, chef pan healthy stone (9.5 inches)", "asin": "B0DBR2NJ81", "price": "$12.99", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 17 left in stock - order soon."}, {"title": "IKTU Nonstick Frying Pan Skillet, 11\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free", "asin": "B0DN1HGCQW", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Farberware Nonstick Bakeware Baking Pan / Nonstick Cake Pan, Rectangle - 9 Inch x 13 Inch, Gray", "asin": "B00008W70F", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "8-Inch Pink Nonstick Egg Pan, PFOA-Free Stone Cookware Skillet, Induction Compatible", "asin": "B095NQVPCN", "price": "$14.44", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Katbite 200Pcs 8 Inch Parchment Paper Rounds, Unbleached & Non-stick, Precut Parchment Circles for Spring Pan, Storage/Freezing Hamburger Patties", "asin": "B09QC4NLZF", "price": "$8.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Medical Stone Pan Non-Stick Frying Pan Egg Small Pan, Household Less Oil Smoke Steak Frying pans induction nonstick frying pan, for Induction and Gas Stoves small non stick frying pan (14CM)", "asin": "B0CXWXWWCS", "price": "$14.53", "delivery": "FREE delivery Apr 27 - May 5 for Prime members"}, {"title": "Non Stick Frying Pan 10 inch Egg Pans Skillet Nonstick Pan Detachable Wooden Handle", "asin": "B0D3L33TNK", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Glass Lid for Frying Pan, Fry Pan, Skillet, Pan Lid with Handle Coated in Silicone Ring,9.5\"/24cm, Clear", "asin": "B088GLBS5N", "price": "$13.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "GreenPan Rio Healthy Ceramic Nonstick 7\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black", "asin": "B07Y914BC6", "price": "$14.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "BAKKENMASTER Bakken-Swiss 2-Piece Mini Nonstick Egg Pan & Omelet Pan \u2013 Egg Pan [5.5''] with Marble Coating Non-Stick, Skillet, Eco-Friendly \u2013for Eggs Pancakes, for All Stoves - Non Toxic", "asin": "B0CLCTSXMT", "price": "$7.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GoodCook Everyday Nonstick Steel Square Pan, 8\", Gray", "asin": "B0026RHHZ6", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "IMUSA USA Woodlook 8\" Black Stone Fry Pan Handle and Speckled Nonstick Interior, 8\"", "asin": "B07BN2G5Q9", "price": "$9.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "2 Pack Loaf Pan with Lid, 1 lb/0.5 lb Non-Stick Bread Pans, Carbon Steel Corrugated Bread Toast Box Mold with Cover for Baking, Bread Pan Bread Tin for Homemade Cakes, Breads", "asin": "B0D2BLCLW4", "price": "$12.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 Only 19 left in stock - order soon."}, {"title": "Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and More - Non-Stick Marble Coating Skillet Induction Compatible", "asin": "B0BJJYGH43", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Farberware Bakeware Springform Baking Pan, Round Nonstick Cheesecake Pan - 9 Inch, Gray", "asin": "B00008W70M", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Granitestone Blue Mini Nonstick Egg Pan & Omelet Pan \u2013 5.5\u201d Single Serve Egg Nonstick/Skillet, Diamond Infused, Small Frying Designed for Eggs Pancakes, Non Toxic, Dishwasher Safe", "asin": "B084BNZDXB", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "9.5\" Non-stick Cake Pan, Heavy Duty Carbon Steel Fluted Tube Round Baking Pan,Buntz Pound Cake Pan Mold,Tube Bakeware,Baking Mold for Jello,Gelatin,Chocoflan,Flan", "asin": "B0D9YJFJRP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GreenPan Mini Healthy Ceramic Nonstick, 5\" Round Egg Pan, PFAS-Free, Dishwasher Safe, Stay Cool Handle, Black", "asin": "B015Y20MVK", "price": "$10.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GoodCook AirPerfect Nonstick 16\u201d Pizza Pan \u2013 Pizza Tray for Oven, Perforated Round Pizza Pan, Carbon Steel Baking Pan, Homemade, Frozen & Leftover Slices", "asin": "B097FDW796", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family", "asin": "B0BK36VVR9", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Blue Diamond Mini Egg Frying Pan Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue", "asin": "B07VPRSL3D", "price": "$9.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"}, {"title": "4-Cup Egg Pan Nonstick, and Healthy Granite Egg Frying Pan, Versatile Breakfast Skillet for Eggs, Pancakes, Plett, Crepes, Compatible with Gas Stove and Induction Cooktop", "asin": "B0C9DFBDBJ", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Nonstick Square Cake Pan", "asin": "B00008W70H", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "4-Cup Nonstick Omelette Skillet Egg Frying Pan, Healthy Breakfast Pancake Pan for Pancake, Hamburger, Bacon, Easy to Clean, Detachable Bakelite HandleSuitable for Gas Stove & Induction Cookware (1)", "asin": "B0DKTF4HQG", "price": "$14.99", "delivery": "FREE delivery Apr 16 - 18"}, {"title": "Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)", "asin": "B0CNTQ614D", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Farberware Nonstick Bakeware 9-Inch x 5-Inch Loaf Pan, Gray -", "asin": "B00008W70I", "price": "$6.41", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Hiware 9 Inch Non-stick Cheesecake Pan Springform Pan with Removable Bottom/Leakproof - Black", "asin": "B01N349SON", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Farberware 12-c. Nonstick Nonstick Bakeware Muffin Pan, Gray", "asin": "B00008W70J", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Four-Cup Fried Egg Pan, Medical Stone Non-Stick Frying Pan for Breakfast,Divided Egg Omelet Pans Suitable for Gas Stove and Induction Cooker (3-inch eggs)", "asin": "B0BF58HS4Y", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Goodcook Everyday Nonstick Aluminum 4.6\" Mini Frying Pan, Black", "asin": "B00JZN78IA", "price": "$9.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Wilton Perfect Results Premium Non-Stick 9.51-Inch Fluted Tube Pan", "asin": "B004EBK7TK", "price": "$14.33", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Bakken-Swiss 2-Piece Mini Nonstick Egg and Omelet Pan Set \u2013 5.5'' Skillet with Copper/Golden Non-Stick Coating, Eco-Friendly and Non-Toxic \u2013 Perfect for Eggs & Pancakes", "asin": "B0DCW915KG", "price": "$12.84", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Cuisinart Chef's Classic Nonstick Bakeware 9-1/2-Inch Fluted Cake Pan,Silver", "asin": "B0000D8CAM", "price": "$14.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "IMUSA USA 10\" Carbon Steel Coated Nonstick Paella Pan, Black, Red Handles", "asin": "B07XZVH83R", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Amazon Basics Rectangular Baking Bread Loaf Pan, 9.5 x 5 Inch, Set of 2, Gray", "asin": "B073P52PPR", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Winco AFP-8XC Commercial-Grade Aluminium Fry Pan/Skillet, 8\", Silver", "asin": "B0BZJWJWGY", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Only 10 left in stock (more on the way)."}, {"title": "Granite Grey 3-Section Pan \u2013 Nonstick 2 Cup Egg Frying Pan, Dual-Egg Breakfast Skillet, Divided Pan for Egg McMuffin, Pancakes & Sides, Easy to Clean", "asin": "B0D6TV7346", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "4-Cup Egg Pan Nonstick, Healthy Aluminum Omelette Pan, Breakfast Omelette Skillet for Fried Eggs Cooker, Pancakes, Suitable for Gas Stove & Induction Cookware", "asin": "B0CY9K2PTH", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Wilton Perfect Results Premium Non-Stick Cupcake Pan, 12-Cup Muffin Tin, Steel Baking Supplies", "asin": "B001K26ZPG", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Cuisinart 9-Inch Round Cake Pan, Chef's Classic Nonstick Bakeware, Silver, AMB-9RCK", "asin": "B0000ULZX6", "price": "$10.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "CAKETIME 12 Cups Silicone Muffin Pan - Nonstick Cupcake Pan 1 Pack Regular Size Silicone Mold for Baking", "asin": "B07R9ZKW43", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "BAKKEN Kitchen Baking Pans - Nonstick Blue Coating, 13.58\u2019\u2019 \u00d7 9.65\u2019\u2019 Commercial Grade Carbon Steel Cookie Sheet, Diamond Texture Bottom, PFOA, PFOS, PTFE Free, Oven Safe Tray (450\u00b0F), Blue", "asin": "B0DW6Q57XG", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Springform Pan 9\" Nonstick - Cheesecake Pan with Removable Bottom, Spring Form Round Baking Cake Mold for Cheesecake or Pie,Bakeware Accessories,Baking Gadgets-Matte Black", "asin": "B0DRYH97YH", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "BAKKEN Kitchen Baking Pan Set - Nonstick Coating, Carbon Steel Bakeware Sets with Blue Silicone Handles, Baking Kitchen Essentials, PFOA, PFOS, PTFE Free, Oven Safe Tray (Up To 450\u00b0 F), Set of 3", "asin": "B0DJDMVQJG", "price": "$14.31", "delivery": " Two-Day FREE delivery Tue, Apr 15"}, {"title": "GoodCook Everyday Nonstick Steel Muffin Pan, 6 cup, Gray", "asin": "B0026RHI8M", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Tellshun 10 Inch Springform Pan Tin With 50Pcs Parchment Paper Nonstick Baking Mold Round Leakproof Removable Bottom Bakeware for Cake Cheesecakes Pie Pizza and Quiches", "asin": "B09ZY6YCHR", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "BAKKEN Kitchen Baking Pan Set - Nonstick Coating, Commercial Grade Carbon Steel Bakeware Sets, Baking Kitchen Essentials, PFOA, PFOS, PTFE Free, Oven Safe Tray (Up to 450\u00b0 F), Set of 3, Blue Marble", "asin": "B0DT535QWZ", "price": "$12.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-13T08:11:11.371Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-13T08:11:11.371Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-13T08:11:11.371Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>", "index": 2782, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n{\"timestamp\": \"2025-04-13T08:10:23.335Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T08:10:52.417Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:53.588Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:55.965Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"non stick pan\"}],\n\"promotion_items\": [{\"title\": \"Caraway Stainless Steel Fry Pan (1.05 qt, 8\\\") - 5-Ply Stainless Steel Pan - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free\", \"asin\": \"B0CPJTDCR2\", \"price\": \"$125.00\", \"quantity\": \"\"},\n{\"title\": \"Made In Cookware - 10-Inch Stainless Steel Frying Pan - 5 Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible\", \"asin\": \"B09S12WX42\", \"price\": \"$119.50\", \"quantity\": \"\"},\n{\"title\": \"Caraway Nonstick Ceramic Mini Fry Pan (1.05 qt, 8\\\") - Non Toxic, PTFE & PFOA Free - Oven Safe & Compatible with All Stovetops (Gas, Electric & Induction) - Black\", \"asin\": \"B0CGRXZSTD\", \"price\": \"$125.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Cast Iron Skillet - 10.5\\u201d Enameled Cast Iron Pan With 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Gray\", \"asin\": \"B0DJRYJYQ9\", \"price\": \"$185.00\", \"quantity\": \"\"},\n{\"title\": \"AVACRAFT 18/10 8 Inch Stainless Steel Frying Pan with Lid, Side Spouts, Induction Pan, Versatile Stainless Steel Skillet, Fry Pan in our Pots and Pans (Stainless Steel, 8 Inch)\", \"asin\": \"B07F6DLM8L\", \"price\": \"$55.50\", \"quantity\": \"\"},\n{\"title\": \"KITEXPERT Non Stick Frying Pans Set - 3 Piece (8\\\", 10\\\", 12\\\") Beige Titanium Ceramic Pan, Nonstick Skillet Stainless Steel, PFAS, PFOA & PTFE Free, Dishwasher & Oven Safe, All Cooktops Compatible\", \"asin\": \"B0DP3ZSHQN\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"12 Inch Tri-Ply Stainless Steel Frying Pan, Skillet, Induction Cooking Pan, Dishwasher and Oven Safe, Fast & Even Heat, Heavy Duty and Detachable Handle\", \"asin\": \"B0DQ8L5MJ1\", \"price\": \"$27.49\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ4Q\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"The Only Academic Phrasebook You'll Ever Need: 600 Examples of Academic Language\", \"asin\": \"1539527751\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 XL Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ8M\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"The Craft of Research, Fifth Edition (Chicago Guides to Writing, Editing, and Publishing)\", \"asin\": \"0226826678\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"myCartridge SUPRINT 245XL Ink Cartridge PG-245 CL-246 Replacement for Canon Ink 245 and 246 Compatible for Canon 245XL 246XL Combo Pack for Pixma MG2522 TS3122 TS3322 MX490 TR4520 Printer 245 Ink\", \"asin\": \"B08J3NY6QV\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"A Manual for Writers of Research Papers, Theses, and Dissertations, Ninth Edition: Chicago Style for Students and Researchers (Chicago Guides to Writing, Editing, and Publishing)\", \"asin\": \"022643057X\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')\", \"asin\": \"B08L973Z94\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Square Cake Pan\", \"asin\": \"B00008W70H\", \"price\": \"$5.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family\", \"asin\": \"B0BK36VVR9\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA Black USA IMU-25010TGT 10\\\" Nonstick Bistro Saute Pan, 10 Inch\", \"asin\": \"B07SVBC6NV\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenLife Soft Grip Healthy Ceramic Nonstick 8\\\" Frying Pan, PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Non-Stick Kitchen Essentials, Grey\", \"asin\": \"B0DPR6K2BC\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"CAROTE 8 Inch Non Stick Frying Pans Non Stick Skillet, Egg Pan Omelet Pans, Stone Cookware Chef's Pan PFOA FREE\", \"asin\": \"B0D8LDCBFQ\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 10 left in stock - order soon.\"},\n{\"title\": \"IMUSA 12\\\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black\", \"asin\": \"B0DK41Q2HZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')\", \"asin\": \"B08L973Z94\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Winco Commercial-Grade Aluminium Fry Pan/Skillet, Natural Finish with Cool Touch Handle, 8\\\"\", \"asin\": \"B001BFZ1N4\", \"price\": \"$14.40\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and More - Non-Stick Marble Coating Skillet Induction Compatible\", \"asin\": \"B0BJJYGH43\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)\", \"asin\": \"B0DKJCRF91\", \"price\": \"$12.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)\", \"asin\": \"B0CNTQ614D\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick frying pan skillet, swiss granite coating pan, egg omelette pan, pfoa free, chef pan healthy stone (9.5 inches)\", \"asin\": \"B0DBR2NJ81\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 17 left in stock - order soon.\"},\n{\"title\": \"IKTU Nonstick Frying Pan Skillet, 11\\\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free\", \"asin\": \"B0DN1HGCQW\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Nonstick Bakeware Baking Pan / Nonstick Cake Pan, Rectangle - 9 Inch x 13 Inch, Gray\", \"asin\": \"B00008W70F\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"8-Inch Pink Nonstick Egg Pan, PFOA-Free Stone Cookware Skillet, Induction Compatible\", \"asin\": \"B095NQVPCN\", \"price\": \"$14.44\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Katbite 200Pcs 8 Inch Parchment Paper Rounds, Unbleached & Non-stick, Precut Parchment Circles for Spring Pan, Storage/Freezing Hamburger Patties\", \"asin\": \"B09QC4NLZF\", \"price\": \"$8.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Medical Stone Pan Non-Stick Frying Pan Egg Small Pan, Household Less Oil Smoke Steak Frying pans induction nonstick frying pan, for Induction and Gas Stoves small non stick frying pan (14CM)\", \"asin\": \"B0CXWXWWCS\", \"price\": \"$14.53\", \"delivery\": \"FREE delivery Apr 27 - May 5 for Prime members\"},\n{\"title\": \"Non Stick Frying Pan 10 inch Egg Pans Skillet Nonstick Pan Detachable Wooden Handle\", \"asin\": \"B0D3L33TNK\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Glass Lid for Frying Pan, Fry Pan, Skillet, Pan Lid with Handle Coated in Silicone Ring,9.5\\\"/24cm, Clear\", \"asin\": \"B088GLBS5N\", \"price\": \"$13.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKENMASTER Bakken-Swiss 2-Piece Mini Nonstick Egg Pan & Omelet Pan \\u2013 Egg Pan [5.5''] with Marble Coating Non-Stick, Skillet, Eco-Friendly \\u2013for Eggs Pancakes, for All Stoves - Non Toxic\", \"asin\": \"B0CLCTSXMT\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GoodCook Everyday Nonstick Steel Square Pan, 8\\\", Gray\", \"asin\": \"B0026RHHZ6\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA USA Woodlook 8\\\" Black Stone Fry Pan Handle and Speckled Nonstick Interior, 8\\\"\", \"asin\": \"B07BN2G5Q9\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"2 Pack Loaf Pan with Lid, 1 lb/0.5 lb Non-Stick Bread Pans, Carbon Steel Corrugated Bread Toast Box Mold with Cover for Baking, Bread Pan Bread Tin for Homemade Cakes, Breads\", \"asin\": \"B0D2BLCLW4\", \"price\": \"$12.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 Only 19 left in stock - order soon.\"},\n{\"title\": \"Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and More - Non-Stick Marble Coating Skillet Induction Compatible\", \"asin\": \"B0BJJYGH43\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Bakeware Springform Baking Pan, Round Nonstick Cheesecake Pan - 9 Inch, Gray\", \"asin\": \"B00008W70M\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Granitestone Blue Mini Nonstick Egg Pan & Omelet Pan \\u2013 5.5\\u201d Single Serve Egg Nonstick/Skillet, Diamond Infused, Small Frying Designed for Eggs Pancakes, Non Toxic, Dishwasher Safe\", \"asin\": \"B084BNZDXB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"9.5\\\" Non-stick Cake Pan, Heavy Duty Carbon Steel Fluted Tube Round Baking Pan,Buntz Pound Cake Pan Mold,Tube Bakeware,Baking Mold for Jello,Gelatin,Chocoflan,Flan\", \"asin\": \"B0D9YJFJRP\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenPan Mini Healthy Ceramic Nonstick, 5\\\" Round Egg Pan, PFAS-Free, Dishwasher Safe, Stay Cool Handle, Black\", \"asin\": \"B015Y20MVK\", \"price\": \"$10.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GoodCook AirPerfect Nonstick 16\\u201d Pizza Pan \\u2013 Pizza Tray for Oven, Perforated Round Pizza Pan, Carbon Steel Baking Pan, Homemade, Frozen & Leftover Slices\", \"asin\": \"B097FDW796\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family\", \"asin\": \"B0BK36VVR9\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Blue Diamond Mini Egg Frying Pan Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B07VPRSL3D\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"4-Cup Egg Pan Nonstick, and Healthy Granite Egg Frying Pan, Versatile Breakfast Skillet for Eggs, Pancakes, Plett, Crepes, Compatible with Gas Stove and Induction Cooktop\", \"asin\": \"B0C9DFBDBJ\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Nonstick Square Cake Pan\", \"asin\": \"B00008W70H\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"4-Cup Nonstick Omelette Skillet Egg Frying Pan, Healthy Breakfast Pancake Pan for Pancake, Hamburger, Bacon, Easy to Clean, Detachable Bakelite HandleSuitable for Gas Stove & Induction Cookware (1)\", \"asin\": \"B0DKTF4HQG\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)\", \"asin\": \"B0CNTQ614D\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Nonstick Bakeware 9-Inch x 5-Inch Loaf Pan, Gray -\", \"asin\": \"B00008W70I\", \"price\": \"$6.41\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Hiware 9 Inch Non-stick Cheesecake Pan Springform Pan with Removable Bottom/Leakproof - Black\", \"asin\": \"B01N349SON\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware 12-c. Nonstick Nonstick Bakeware Muffin Pan, Gray\", \"asin\": \"B00008W70J\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Four-Cup Fried Egg Pan, Medical Stone Non-Stick Frying Pan for Breakfast,Divided Egg Omelet Pans Suitable for Gas Stove and Induction Cooker (3-inch eggs)\", \"asin\": \"B0BF58HS4Y\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Goodcook Everyday Nonstick Aluminum 4.6\\\" Mini Frying Pan, Black\", \"asin\": \"B00JZN78IA\", \"price\": \"$9.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Wilton Perfect Results Premium Non-Stick 9.51-Inch Fluted Tube Pan\", \"asin\": \"B004EBK7TK\", \"price\": \"$14.33\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Bakken-Swiss 2-Piece Mini Nonstick Egg and Omelet Pan Set \\u2013 5.5'' Skillet with Copper/Golden Non-Stick Coating, Eco-Friendly and Non-Toxic \\u2013 Perfect for Eggs & Pancakes\", \"asin\": \"B0DCW915KG\", \"price\": \"$12.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cuisinart Chef's Classic Nonstick Bakeware 9-1/2-Inch Fluted Cake Pan,Silver\", \"asin\": \"B0000D8CAM\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA USA 10\\\" Carbon Steel Coated Nonstick Paella Pan, Black, Red Handles\", \"asin\": \"B07XZVH83R\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Amazon Basics Rectangular Baking Bread Loaf Pan, 9.5 x 5 Inch, Set of 2, Gray\", \"asin\": \"B073P52PPR\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Winco AFP-8XC Commercial-Grade Aluminium Fry Pan/Skillet, 8\\\", Silver\", \"asin\": \"B0BZJWJWGY\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 10 left in stock (more on the way).\"},\n{\"title\": \"Granite Grey 3-Section Pan \\u2013 Nonstick 2 Cup Egg Frying Pan, Dual-Egg Breakfast Skillet, Divided Pan for Egg McMuffin, Pancakes & Sides, Easy to Clean\", \"asin\": \"B0D6TV7346\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"4-Cup Egg Pan Nonstick, Healthy Aluminum Omelette Pan, Breakfast Omelette Skillet for Fried Eggs Cooker, Pancakes, Suitable for Gas Stove & Induction Cookware\", \"asin\": \"B0CY9K2PTH\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Wilton Perfect Results Premium Non-Stick Cupcake Pan, 12-Cup Muffin Tin, Steel Baking Supplies\", \"asin\": \"B001K26ZPG\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cuisinart 9-Inch Round Cake Pan, Chef's Classic Nonstick Bakeware, Silver, AMB-9RCK\", \"asin\": \"B0000ULZX6\", \"price\": \"$10.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"CAKETIME 12 Cups Silicone Muffin Pan - Nonstick Cupcake Pan 1 Pack Regular Size Silicone Mold for Baking\", \"asin\": \"B07R9ZKW43\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKEN Kitchen Baking Pans - Nonstick Blue Coating, 13.58\\u2019\\u2019 \\u00d7 9.65\\u2019\\u2019 Commercial Grade Carbon Steel Cookie Sheet, Diamond Texture Bottom, PFOA, PFOS, PTFE Free, Oven Safe Tray (450\\u00b0F), Blue\", \"asin\": \"B0DW6Q57XG\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Springform Pan 9\\\" Nonstick - Cheesecake Pan with Removable Bottom, Spring Form Round Baking Cake Mold for Cheesecake or Pie,Bakeware Accessories,Baking Gadgets-Matte Black\", \"asin\": \"B0DRYH97YH\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKEN Kitchen Baking Pan Set - Nonstick Coating, Carbon Steel Bakeware Sets with Blue Silicone Handles, Baking Kitchen Essentials, PFOA, PFOS, PTFE Free, Oven Safe Tray (Up To 450\\u00b0 F), Set of 3\", \"asin\": \"B0DJDMVQJG\", \"price\": \"$14.31\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"GoodCook Everyday Nonstick Steel Muffin Pan, 6 cup, Gray\", \"asin\": \"B0026RHI8M\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Tellshun 10 Inch Springform Pan Tin With 50Pcs Parchment Paper Nonstick Baking Mold Round Leakproof Removable Bottom Bakeware for Cake Cheesecakes Pie Pizza and Quiches\", \"asin\": \"B09ZY6YCHR\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKEN Kitchen Baking Pan Set - Nonstick Coating, Commercial Grade Carbon Steel Bakeware Sets, Baking Kitchen Essentials, PFOA, PFOS, PTFE Free, Oven Safe Tray (Up to 450\\u00b0 F), Set of 3, Blue Marble\", \"asin\": \"B0DT535QWZ\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T08:11:11.371Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n{\"timestamp\": \"2025-04-13T08:10:23.335Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T08:10:52.417Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:53.588Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:55.965Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:11.371Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"non stick pan\"}],\n\"search_results\": [{\"title\": \"IMUSA Black USA IMU-25010TGT 10\\\" Nonstick Bistro Saute Pan, 10 Inch\", \"asin\": \"B07SVBC6NV\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA 12\\\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black\", \"asin\": \"B0DK41Q2HZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"8-Inch Pink Nonstick Egg Pan, PFOA-Free Stone Cookware Skillet, Induction Compatible\", \"asin\": \"B095NQVPCN\", \"price\": \"$14.44\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKENMASTER Bakken-Swiss 2-Piece Mini Nonstick Egg Pan & Omelet Pan \\u2013 Egg Pan [5.5''] with Marble Coating Non-Stick, Skillet, Eco-Friendly \\u2013for Eggs Pancakes, for All Stoves - Non Toxic\", \"asin\": \"B0CLCTSXMT\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IKTU Nonstick Frying Pan Skillet, 11\\\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free\", \"asin\": \"B0DN1HGCQW\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Non Stick Frying Pans with lid, 11-Inch Hybrid Frying Pans PFOA Free Cookware Stainless Steel Pan Cookware Set Perfect for Omelets, Stir-Fry & Commercial Use!\", \"asin\": \"B0DY15BLYL\", \"price\": \"$10.00\", \"delivery\": \"$5.01 delivery Apr 16 - 17 Only 7 left in stock - order soon.\"},\n{\"title\": \"Glad Square Baking Pan Nonstick - Heavy Duty Metal Bakeware for Cakes and Brownies, 9.4 inches\", \"asin\": \"B01M6ZD5EM\", \"price\": \"$12.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GoodCook Nonstick Saut\\u00e9 Pan, 10 Inch, Black\", \"asin\": \"B001CCUIFC\", \"price\": \"$14.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"YIKANGHENG Thin Korean Grill Pan, 11 Inch Iron with Non-stick Coating Baking Tray on Heating Stove for Home, Party Travel and Outdoor (11.8 inch)\", \"asin\": \"B0CPXYWM16\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 9 left in stock - order soon.\"},\n{\"title\": \"Non Stick Crepe Pan with Detachable Handle, 10 Inch Cast Aluminium Dosa Tawa Tortilla Pan, Pancake Pan Induction Compatible - Black\", \"asin\": \"B0CLP4J97D\", \"price\": \"$13.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Griddle Pan 10 Inch, Cast Aluminium Non Stick Steak Pan with Detachable Handle for Induction Hob, White\", \"asin\": \"B0CLTXF7D8\", \"price\": \"$13.29\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 11 left in stock - order soon.\"},\n{\"title\": \"Non Stick Frying Pan 10 inch Egg Pans Skillet Nonstick Pan Detachable Wooden Handle\", \"asin\": \"B0D3L33TNK\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Non-Stick Fry Pan, 7 Inch, Black (Stone_Pan_10inches)\", \"asin\": \"B0CZLHP7DZ\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 1 left in stock - order soon.\"},\n{\"title\": \"Nonstick Crepe Pan, 11 Inch Griddle Pan with Scraper & Oil Brush, Griddle Pancake Pan Tortilla Pan, for Cooking Eggs, Frying, Grill, Omelettes, Easy Clean\", \"asin\": \"B0CC95DZMF\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 4 left in stock - order soon.\"},\n{\"title\": \"Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)\", \"asin\": \"B0DKJCRF91\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"2 Pieces Mini Cast Iron Skillet 4.7 Inch Round Mini Non Stick Fry Pan Single Egg Frying Pan with Heat Resistant Handle for Cooking Baking Cookie Brownie\", \"asin\": \"B0BQMH347L\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Outdoor baking pan BBQ Grill Pan Non-stick round frying pan baking pan,Induction cooker cassette stove (30cm)\", \"asin\": \"B0D5XXY9BS\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 4 left in stock - order soon.\"},\n{\"title\": \"Cast iron frying pan,Non stick frying pans,Cast iron skillet Size :11(in),bottom uniquely texture design,removable wooden handle,Black.\", \"asin\": \"B0CZ8ZQPP4\", \"price\": \"$14.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"round Grill Pan baking pan BBQ Non-stick frying pan (Large size)\", \"asin\": \"B0D6G3R6CT\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 8 left in stock - order soon.\"},\n{\"title\": \"Korean BBQ Grill Pan Non-stick round frying pan with Wooden handles on both sides (medium)\", \"asin\": \"B0D478RGTG\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 5 left in stock - order soon.\"},\n{\"title\": \"Mini Skillet Professional Non-stick Skillet With Stainless Steel Treatment,Cookware,Thickened Pan,Home Kitchen Skillet,Dishwasher Safe(12cm)\", \"asin\": \"B0DP31SH2F\", \"price\": \"$7.36\", \"delivery\": \"$3 delivery Apr 23 - May 5\"},\n{\"title\": \"Imusa Casserole with Lid and Handle, STD, Black, Red or Blue (pack of 1)\", \"asin\": \"B00164VNWS\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Grill Skillet, 11\\\" Non-Stick grill pan Removable Handle for Outdoor Grill, Grill Vegetable Basket BBQ Accessories for For Seafood & Vegetables for Smoker Grill or Oven\", \"asin\": \"B0DFQ8R55T\", \"price\": \"$12.58\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"IMUSA 11in Carbon Steel Nonstick Wok with Wood Handle, Black\", \"asin\": \"B00I301YPE\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T08:11:16.912Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-13T08:11:16.912Z
click
filter
rule
train
2,783
2025-04-13T08:11:16.912Z
click
filter
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:01:43.860Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:28.291Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:02:54.239Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:54.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:58.571Z", "action": "input", "action_argument": "bag"} {"timestamp": "2025-04-12T04:03:00.956Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:03:23.008Z", "action": "input", "action_argument": "hefty ultra strong 13 gallon trash bags"} {"timestamp": "2025-04-13T06:34:29.262Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:43.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:50.655Z", "action": "input", "action_argument": "stainless steel pan"} {"timestamp": "2025-04-13T06:34:51.119Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:35:18.020Z", "action": "click_product", "action_argument": "B0DB42KNBC"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-13T08:10:23.124Z", "action": "input", "action_argument": "non stick pan"} {"timestamp": "2025-04-13T08:10:23.335Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T08:10:52.417Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:10:53.588Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:10:55.965Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:11.371Z", "action": "click", "action_argument": "filter"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "non stick pan"}], "search_results": [{"title": "IMUSA Black USA IMU-25010TGT 10\" Nonstick Bistro Saute Pan, 10 Inch", "asin": "B07SVBC6NV", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "IMUSA 12\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black", "asin": "B0DK41Q2HZ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "8-Inch Pink Nonstick Egg Pan, PFOA-Free Stone Cookware Skillet, Induction Compatible", "asin": "B095NQVPCN", "price": "$14.44", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "BAKKENMASTER Bakken-Swiss 2-Piece Mini Nonstick Egg Pan & Omelet Pan \u2013 Egg Pan [5.5''] with Marble Coating Non-Stick, Skillet, Eco-Friendly \u2013for Eggs Pancakes, for All Stoves - Non Toxic", "asin": "B0CLCTSXMT", "price": "$7.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "IKTU Nonstick Frying Pan Skillet, 11\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free", "asin": "B0DN1HGCQW", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Non Stick Frying Pans with lid, 11-Inch Hybrid Frying Pans PFOA Free Cookware Stainless Steel Pan Cookware Set Perfect for Omelets, Stir-Fry & Commercial Use!", "asin": "B0DY15BLYL", "price": "$10.00", "delivery": "$5.01 delivery Apr 16 - 17 Only 7 left in stock - order soon."}, {"title": "Glad Square Baking Pan Nonstick - Heavy Duty Metal Bakeware for Cakes and Brownies, 9.4 inches", "asin": "B01M6ZD5EM", "price": "$12.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GoodCook Nonstick Saut\u00e9 Pan, 10 Inch, Black", "asin": "B001CCUIFC", "price": "$14.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "YIKANGHENG Thin Korean Grill Pan, 11 Inch Iron with Non-stick Coating Baking Tray on Heating Stove for Home, Party Travel and Outdoor (11.8 inch)", "asin": "B0CPXYWM16", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Only 9 left in stock - order soon."}, {"title": "Non Stick Crepe Pan with Detachable Handle, 10 Inch Cast Aluminium Dosa Tawa Tortilla Pan, Pancake Pan Induction Compatible - Black", "asin": "B0CLP4J97D", "price": "$13.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Griddle Pan 10 Inch, Cast Aluminium Non Stick Steak Pan with Detachable Handle for Induction Hob, White", "asin": "B0CLTXF7D8", "price": "$13.29", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 11 left in stock - order soon."}, {"title": "Non Stick Frying Pan 10 inch Egg Pans Skillet Nonstick Pan Detachable Wooden Handle", "asin": "B0D3L33TNK", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Non-Stick Fry Pan, 7 Inch, Black (Stone_Pan_10inches)", "asin": "B0CZLHP7DZ", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Only 1 left in stock - order soon."}, {"title": "Nonstick Crepe Pan, 11 Inch Griddle Pan with Scraper & Oil Brush, Griddle Pancake Pan Tortilla Pan, for Cooking Eggs, Frying, Grill, Omelettes, Easy Clean", "asin": "B0CC95DZMF", "price": "$14.99", "delivery": "FREE delivery Wed, Apr 16 Only 4 left in stock - order soon."}, {"title": "Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)", "asin": "B0DKJCRF91", "price": "$12.99", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 3 left in stock - order soon."}, {"title": "2 Pieces Mini Cast Iron Skillet 4.7 Inch Round Mini Non Stick Fry Pan Single Egg Frying Pan with Heat Resistant Handle for Cooking Baking Cookie Brownie", "asin": "B0BQMH347L", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Outdoor baking pan BBQ Grill Pan Non-stick round frying pan baking pan,Induction cooker cassette stove (30cm)", "asin": "B0D5XXY9BS", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Only 4 left in stock - order soon."}, {"title": "Cast iron frying pan,Non stick frying pans,Cast iron skillet Size :11(in),bottom uniquely texture design,removable wooden handle,Black.", "asin": "B0CZ8ZQPP4", "price": "$14.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "round Grill Pan baking pan BBQ Non-stick frying pan (Large size)", "asin": "B0D6G3R6CT", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Only 8 left in stock - order soon."}, {"title": "Korean BBQ Grill Pan Non-stick round frying pan with Wooden handles on both sides (medium)", "asin": "B0D478RGTG", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Only 5 left in stock - order soon."}, {"title": "Mini Skillet Professional Non-stick Skillet With Stainless Steel Treatment,Cookware,Thickened Pan,Home Kitchen Skillet,Dishwasher Safe(12cm)", "asin": "B0DP31SH2F", "price": "$7.36", "delivery": "$3 delivery Apr 23 - May 5"}, {"title": "Imusa Casserole with Lid and Handle, STD, Black, Red or Blue (pack of 1)", "asin": "B00164VNWS", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Grill Skillet, 11\" Non-Stick grill pan Removable Handle for Outdoor Grill, Grill Vegetable Basket BBQ Accessories for For Seafood & Vegetables for Smoker Grill or Oven", "asin": "B0DFQ8R55T", "price": "$12.58", "delivery": " Two-Day FREE delivery Tue, Apr 15"}, {"title": "IMUSA 11in Carbon Steel Nonstick Wok with Wood Handle, Black", "asin": "B00I301YPE", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-13T08:11:16.912Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-13T08:11:16.912Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-13T08:11:16.912Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>", "index": 2783, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n{\"timestamp\": \"2025-04-13T08:10:23.335Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T08:10:52.417Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:53.588Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:55.965Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:11.371Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"non stick pan\"}],\n\"search_results\": [{\"title\": \"IMUSA Black USA IMU-25010TGT 10\\\" Nonstick Bistro Saute Pan, 10 Inch\", \"asin\": \"B07SVBC6NV\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA 12\\\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black\", \"asin\": \"B0DK41Q2HZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"8-Inch Pink Nonstick Egg Pan, PFOA-Free Stone Cookware Skillet, Induction Compatible\", \"asin\": \"B095NQVPCN\", \"price\": \"$14.44\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKENMASTER Bakken-Swiss 2-Piece Mini Nonstick Egg Pan & Omelet Pan \\u2013 Egg Pan [5.5''] with Marble Coating Non-Stick, Skillet, Eco-Friendly \\u2013for Eggs Pancakes, for All Stoves - Non Toxic\", \"asin\": \"B0CLCTSXMT\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IKTU Nonstick Frying Pan Skillet, 11\\\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free\", \"asin\": \"B0DN1HGCQW\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Non Stick Frying Pans with lid, 11-Inch Hybrid Frying Pans PFOA Free Cookware Stainless Steel Pan Cookware Set Perfect for Omelets, Stir-Fry & Commercial Use!\", \"asin\": \"B0DY15BLYL\", \"price\": \"$10.00\", \"delivery\": \"$5.01 delivery Apr 16 - 17 Only 7 left in stock - order soon.\"},\n{\"title\": \"Glad Square Baking Pan Nonstick - Heavy Duty Metal Bakeware for Cakes and Brownies, 9.4 inches\", \"asin\": \"B01M6ZD5EM\", \"price\": \"$12.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GoodCook Nonstick Saut\\u00e9 Pan, 10 Inch, Black\", \"asin\": \"B001CCUIFC\", \"price\": \"$14.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"YIKANGHENG Thin Korean Grill Pan, 11 Inch Iron with Non-stick Coating Baking Tray on Heating Stove for Home, Party Travel and Outdoor (11.8 inch)\", \"asin\": \"B0CPXYWM16\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 9 left in stock - order soon.\"},\n{\"title\": \"Non Stick Crepe Pan with Detachable Handle, 10 Inch Cast Aluminium Dosa Tawa Tortilla Pan, Pancake Pan Induction Compatible - Black\", \"asin\": \"B0CLP4J97D\", \"price\": \"$13.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Griddle Pan 10 Inch, Cast Aluminium Non Stick Steak Pan with Detachable Handle for Induction Hob, White\", \"asin\": \"B0CLTXF7D8\", \"price\": \"$13.29\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 11 left in stock - order soon.\"},\n{\"title\": \"Non Stick Frying Pan 10 inch Egg Pans Skillet Nonstick Pan Detachable Wooden Handle\", \"asin\": \"B0D3L33TNK\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Non-Stick Fry Pan, 7 Inch, Black (Stone_Pan_10inches)\", \"asin\": \"B0CZLHP7DZ\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 1 left in stock - order soon.\"},\n{\"title\": \"Nonstick Crepe Pan, 11 Inch Griddle Pan with Scraper & Oil Brush, Griddle Pancake Pan Tortilla Pan, for Cooking Eggs, Frying, Grill, Omelettes, Easy Clean\", \"asin\": \"B0CC95DZMF\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 4 left in stock - order soon.\"},\n{\"title\": \"Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)\", \"asin\": \"B0DKJCRF91\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"2 Pieces Mini Cast Iron Skillet 4.7 Inch Round Mini Non Stick Fry Pan Single Egg Frying Pan with Heat Resistant Handle for Cooking Baking Cookie Brownie\", \"asin\": \"B0BQMH347L\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Outdoor baking pan BBQ Grill Pan Non-stick round frying pan baking pan,Induction cooker cassette stove (30cm)\", \"asin\": \"B0D5XXY9BS\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 4 left in stock - order soon.\"},\n{\"title\": \"Cast iron frying pan,Non stick frying pans,Cast iron skillet Size :11(in),bottom uniquely texture design,removable wooden handle,Black.\", \"asin\": \"B0CZ8ZQPP4\", \"price\": \"$14.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"round Grill Pan baking pan BBQ Non-stick frying pan (Large size)\", \"asin\": \"B0D6G3R6CT\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 8 left in stock - order soon.\"},\n{\"title\": \"Korean BBQ Grill Pan Non-stick round frying pan with Wooden handles on both sides (medium)\", \"asin\": \"B0D478RGTG\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 5 left in stock - order soon.\"},\n{\"title\": \"Mini Skillet Professional Non-stick Skillet With Stainless Steel Treatment,Cookware,Thickened Pan,Home Kitchen Skillet,Dishwasher Safe(12cm)\", \"asin\": \"B0DP31SH2F\", \"price\": \"$7.36\", \"delivery\": \"$3 delivery Apr 23 - May 5\"},\n{\"title\": \"Imusa Casserole with Lid and Handle, STD, Black, Red or Blue (pack of 1)\", \"asin\": \"B00164VNWS\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Grill Skillet, 11\\\" Non-Stick grill pan Removable Handle for Outdoor Grill, Grill Vegetable Basket BBQ Accessories for For Seafood & Vegetables for Smoker Grill or Oven\", \"asin\": \"B0DFQ8R55T\", \"price\": \"$12.58\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"IMUSA 11in Carbon Steel Nonstick Wok with Wood Handle, Black\", \"asin\": \"B00I301YPE\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T08:11:16.912Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n{\"timestamp\": \"2025-04-13T08:10:23.335Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T08:10:52.417Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:53.588Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:55.965Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:11.371Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:16.912Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"non stick pan\"}],\n\"search_results\": [{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"IMUSA Black USA IMU-25010TGT 10\\\" Nonstick Bistro Saute Pan, 10 Inch\", \"asin\": \"B07SVBC6NV\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA 12\\\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black\", \"asin\": \"B0DK41Q2HZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKENMASTER Bakken-Swiss 2-Piece Mini Nonstick Egg Pan & Omelet Pan \\u2013 Egg Pan [5.5''] with Marble Coating Non-Stick, Skillet, Eco-Friendly \\u2013for Eggs Pancakes, for All Stoves - Non Toxic\", \"asin\": \"B0CLCTSXMT\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IKTU Nonstick Frying Pan Skillet, 11\\\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free\", \"asin\": \"B0DN1HGCQW\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Non Stick Frying Pans with lid, 11-Inch Hybrid Frying Pans PFOA Free Cookware Stainless Steel Pan Cookware Set Perfect for Omelets, Stir-Fry & Commercial Use!\", \"asin\": \"B0DY15BLYL\", \"price\": \"$10.00\", \"delivery\": \"$5.01 delivery Apr 16 - 17 Only 7 left in stock - order soon.\"},\n{\"title\": \"GoodCook Nonstick Saut\\u00e9 Pan, 10 Inch, Black\", \"asin\": \"B001CCUIFC\", \"price\": \"$14.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"YIKANGHENG Thin Korean Grill Pan, 11 Inch Iron with Non-stick Coating Baking Tray on Heating Stove for Home, Party Travel and Outdoor (11.8 inch)\", \"asin\": \"B0CPXYWM16\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 9 left in stock - order soon.\"},\n{\"title\": \"Non Stick Crepe Pan with Detachable Handle, 10 Inch Cast Aluminium Dosa Tawa Tortilla Pan, Pancake Pan Induction Compatible - Black\", \"asin\": \"B0CLP4J97D\", \"price\": \"$13.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Griddle Pan 10 Inch, Cast Aluminium Non Stick Steak Pan with Detachable Handle for Induction Hob, White\", \"asin\": \"B0CLTXF7D8\", \"price\": \"$13.29\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 11 left in stock - order soon.\"},\n{\"title\": \"Frying Pan Nonstick Griddle Flat Pancake for home use (Stainless steel -Flat base, 14 inch)\", \"asin\": \"B0D9NB3VVR\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 2 left in stock - order soon.\"},\n{\"title\": \"Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)\", \"asin\": \"B0DKJCRF91\", \"price\": \"$12.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"Non Stick Frying Pan 10 inch Egg Pans Skillet Nonstick Pan Detachable Wooden Handle\", \"asin\": \"B0D3L33TNK\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Frying Pan Skillet, 10 Inch Nonstick Pan, Granite Coating Omelette Pan, Healthy Non Toxic Chef Pan with Heat Resistant Handle, Induction Compatible, PFOA Free\", \"asin\": \"B0D9YL46KL\", \"price\": \"$12.99\", \"delivery\": \"$6.99 delivery May 2 - 13 \"},\n{\"title\": \"Non Stick Frying Pan 10 inch Egg Pans Skillet Nonstick Pan Detachable Wooden Handle\", \"asin\": \"B0D3L33TNK\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Non-Stick Fry Pan, 7 Inch, Black (Stone_Pan_10inches)\", \"asin\": \"B0CZLHP7DZ\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 1 left in stock - order soon.\"},\n{\"title\": \"Nonstick Crepe Pan, 11 Inch Griddle Pan with Scraper & Oil Brush, Griddle Pancake Pan Tortilla Pan, for Cooking Eggs, Frying, Grill, Omelettes, Easy Clean\", \"asin\": \"B0CC95DZMF\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 4 left in stock - order soon.\"},\n{\"title\": \"Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)\", \"asin\": \"B0DKJCRF91\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"Outdoor baking pan BBQ Grill Pan Non-stick round frying pan baking pan,Induction cooker cassette stove (30cm)\", \"asin\": \"B0D5XXY9BS\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 4 left in stock - order soon.\"},\n{\"title\": \"2 Pieces Mini Cast Iron Skillet 4.7 Inch Round Mini Non Stick Fry Pan Single Egg Frying Pan with Heat Resistant Handle for Cooking Baking Cookie Brownie\", \"asin\": \"B0BQMH347L\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cast iron frying pan,Non stick frying pans,Cast iron skillet Size :11(in),bottom uniquely texture design,removable wooden handle,Black.\", \"asin\": \"B0CZ8ZQPP4\", \"price\": \"$14.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"round Grill Pan baking pan BBQ Non-stick frying pan (Large size)\", \"asin\": \"B0D6G3R6CT\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 8 left in stock - order soon.\"},\n{\"title\": \"Nonstick Saute Frying Pan Professional Flat Bottom Cooking Pans Nonstick Frying Pans Wheat Stone Coating Pans for Induction Cooktops,Long Lasting,Dishwasher Safe (6.30in)\", \"asin\": \"B0CVWYN4RS\", \"price\": \"$9.97\", \"delivery\": \"$1.99 delivery Apr 22 - 28\"},\n{\"title\": \"Korean BBQ Grill Pan Non-stick round frying pan with Wooden handles on both sides (medium)\", \"asin\": \"B0D478RGTG\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 5 left in stock - order soon.\"},\n{\"title\": \"Grill Skillet, 11\\\" Non-Stick grill pan Removable Handle for Outdoor Grill, Grill Vegetable Basket BBQ Accessories for For Seafood & Vegetables for Smoker Grill or Oven\", \"asin\": \"B0DFQ8R55T\", \"price\": \"$12.58\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Mini Skillet Professional Non-stick Skillet With Stainless Steel Treatment,Cookware,Thickened Pan,Home Kitchen Skillet,Dishwasher Safe(12cm)\", \"asin\": \"B0DP31SH2F\", \"price\": \"$7.36\", \"delivery\": \"$3 delivery Apr 23 - May 5\"},\n{\"title\": \"Uniware 12 Inch Non Stick Round Pizza Pan [Bn4407]\", \"asin\": \"B00RNEJK84\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Apr 21 - 25 Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"2 Pieces Mini Cast Iron Skillet 4.7 Inch Round Mini Non Stick Fry Pan Single Egg Frying Pan with Heat Resistant Handle for Cooking Baking Cookie Brownie\", \"asin\": \"B0BQMH347L\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Saute Frying Pan Professional Flat Bottom Cooking Pans Nonstick Frying Pans Wheat Stone Coating Pans for Induction Cooktops,Long Lasting,Dishwasher Safe (4.72in)\", \"asin\": \"B0CVX3DF7G\", \"price\": \"$8.99\", \"delivery\": \"$1.99 delivery Apr 22 - 28 \"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T08:11:21.784Z\", // 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
2025-04-13T08:11:21.784Z
click
filter
rule
train
2,784
2025-04-13T08:11:21.784Z
click
filter
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:01:43.860Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:28.291Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:02:54.239Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:54.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:58.571Z", "action": "input", "action_argument": "bag"} {"timestamp": "2025-04-12T04:03:00.956Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:03:23.008Z", "action": "input", "action_argument": "hefty ultra strong 13 gallon trash bags"} {"timestamp": "2025-04-13T06:34:29.262Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:43.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:50.655Z", "action": "input", "action_argument": "stainless steel pan"} {"timestamp": "2025-04-13T06:34:51.119Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:35:18.020Z", "action": "click_product", "action_argument": "B0DB42KNBC"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-13T08:10:23.124Z", "action": "input", "action_argument": "non stick pan"} {"timestamp": "2025-04-13T08:10:23.335Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T08:10:52.417Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:10:53.588Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:10:55.965Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:11.371Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:16.912Z", "action": "click", "action_argument": "filter"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "non stick pan"}], "search_results": [{"title": "GreenPan Rio Healthy Ceramic Nonstick 7\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black", "asin": "B07Y914BC6", "price": "$14.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "IMUSA Black USA IMU-25010TGT 10\" Nonstick Bistro Saute Pan, 10 Inch", "asin": "B07SVBC6NV", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "IMUSA 12\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black", "asin": "B0DK41Q2HZ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "BAKKENMASTER Bakken-Swiss 2-Piece Mini Nonstick Egg Pan & Omelet Pan \u2013 Egg Pan [5.5''] with Marble Coating Non-Stick, Skillet, Eco-Friendly \u2013for Eggs Pancakes, for All Stoves - Non Toxic", "asin": "B0CLCTSXMT", "price": "$7.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GreenPan Rio Healthy Ceramic Nonstick 7\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black", "asin": "B07Y914BC6", "price": "$14.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "IKTU Nonstick Frying Pan Skillet, 11\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free", "asin": "B0DN1HGCQW", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Non Stick Frying Pans with lid, 11-Inch Hybrid Frying Pans PFOA Free Cookware Stainless Steel Pan Cookware Set Perfect for Omelets, Stir-Fry & Commercial Use!", "asin": "B0DY15BLYL", "price": "$10.00", "delivery": "$5.01 delivery Apr 16 - 17 Only 7 left in stock - order soon."}, {"title": "GoodCook Nonstick Saut\u00e9 Pan, 10 Inch, Black", "asin": "B001CCUIFC", "price": "$14.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "YIKANGHENG Thin Korean Grill Pan, 11 Inch Iron with Non-stick Coating Baking Tray on Heating Stove for Home, Party Travel and Outdoor (11.8 inch)", "asin": "B0CPXYWM16", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Only 9 left in stock - order soon."}, {"title": "Non Stick Crepe Pan with Detachable Handle, 10 Inch Cast Aluminium Dosa Tawa Tortilla Pan, Pancake Pan Induction Compatible - Black", "asin": "B0CLP4J97D", "price": "$13.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Griddle Pan 10 Inch, Cast Aluminium Non Stick Steak Pan with Detachable Handle for Induction Hob, White", "asin": "B0CLTXF7D8", "price": "$13.29", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 11 left in stock - order soon."}, {"title": "Frying Pan Nonstick Griddle Flat Pancake for home use (Stainless steel -Flat base, 14 inch)", "asin": "B0D9NB3VVR", "price": "$9.99", "delivery": "FREE delivery Wed, Apr 16 Only 2 left in stock - order soon."}, {"title": "Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)", "asin": "B0DKJCRF91", "price": "$12.99", "delivery": " Two-DayFREE delivery Tue, Apr 15 Only 3 left in stock - order soon."}, {"title": "Non Stick Frying Pan 10 inch Egg Pans Skillet Nonstick Pan Detachable Wooden Handle", "asin": "B0D3L33TNK", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Nonstick Frying Pan Skillet, 10 Inch Nonstick Pan, Granite Coating Omelette Pan, Healthy Non Toxic Chef Pan with Heat Resistant Handle, Induction Compatible, PFOA Free", "asin": "B0D9YL46KL", "price": "$12.99", "delivery": "$6.99 delivery May 2 - 13 "}, {"title": "Non Stick Frying Pan 10 inch Egg Pans Skillet Nonstick Pan Detachable Wooden Handle", "asin": "B0D3L33TNK", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Non-Stick Fry Pan, 7 Inch, Black (Stone_Pan_10inches)", "asin": "B0CZLHP7DZ", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Only 1 left in stock - order soon."}, {"title": "Nonstick Crepe Pan, 11 Inch Griddle Pan with Scraper & Oil Brush, Griddle Pancake Pan Tortilla Pan, for Cooking Eggs, Frying, Grill, Omelettes, Easy Clean", "asin": "B0CC95DZMF", "price": "$14.99", "delivery": "FREE delivery Wed, Apr 16 Only 4 left in stock - order soon."}, {"title": "Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)", "asin": "B0DKJCRF91", "price": "$12.99", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 3 left in stock - order soon."}, {"title": "Outdoor baking pan BBQ Grill Pan Non-stick round frying pan baking pan,Induction cooker cassette stove (30cm)", "asin": "B0D5XXY9BS", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Only 4 left in stock - order soon."}, {"title": "2 Pieces Mini Cast Iron Skillet 4.7 Inch Round Mini Non Stick Fry Pan Single Egg Frying Pan with Heat Resistant Handle for Cooking Baking Cookie Brownie", "asin": "B0BQMH347L", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Cast iron frying pan,Non stick frying pans,Cast iron skillet Size :11(in),bottom uniquely texture design,removable wooden handle,Black.", "asin": "B0CZ8ZQPP4", "price": "$14.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "round Grill Pan baking pan BBQ Non-stick frying pan (Large size)", "asin": "B0D6G3R6CT", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Only 8 left in stock - order soon."}, {"title": "Nonstick Saute Frying Pan Professional Flat Bottom Cooking Pans Nonstick Frying Pans Wheat Stone Coating Pans for Induction Cooktops,Long Lasting,Dishwasher Safe (6.30in)", "asin": "B0CVWYN4RS", "price": "$9.97", "delivery": "$1.99 delivery Apr 22 - 28"}, {"title": "Korean BBQ Grill Pan Non-stick round frying pan with Wooden handles on both sides (medium)", "asin": "B0D478RGTG", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Only 5 left in stock - order soon."}, {"title": "Grill Skillet, 11\" Non-Stick grill pan Removable Handle for Outdoor Grill, Grill Vegetable Basket BBQ Accessories for For Seafood & Vegetables for Smoker Grill or Oven", "asin": "B0DFQ8R55T", "price": "$12.58", "delivery": " Two-Day FREE delivery Tue, Apr 15"}, {"title": "Mini Skillet Professional Non-stick Skillet With Stainless Steel Treatment,Cookware,Thickened Pan,Home Kitchen Skillet,Dishwasher Safe(12cm)", "asin": "B0DP31SH2F", "price": "$7.36", "delivery": "$3 delivery Apr 23 - May 5"}, {"title": "Uniware 12 Inch Non Stick Round Pizza Pan [Bn4407]", "asin": "B00RNEJK84", "price": "$12.99", "delivery": "FREE delivery Apr 21 - 25 Or fastest delivery Wed, Apr 23"}, {"title": "2 Pieces Mini Cast Iron Skillet 4.7 Inch Round Mini Non Stick Fry Pan Single Egg Frying Pan with Heat Resistant Handle for Cooking Baking Cookie Brownie", "asin": "B0BQMH347L", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Nonstick Saute Frying Pan Professional Flat Bottom Cooking Pans Nonstick Frying Pans Wheat Stone Coating Pans for Induction Cooktops,Long Lasting,Dishwasher Safe (4.72in)", "asin": "B0CVX3DF7G", "price": "$8.99", "delivery": "$1.99 delivery Apr 22 - 28 "}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-13T08:11:21.784Z", // 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\": \"2025-04-13T08:11:21.784Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-13T08:11:21.784Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>", "index": 2784, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n{\"timestamp\": \"2025-04-13T08:10:23.335Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T08:10:52.417Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:53.588Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:55.965Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:11.371Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:16.912Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"non stick pan\"}],\n\"search_results\": [{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"IMUSA Black USA IMU-25010TGT 10\\\" Nonstick Bistro Saute Pan, 10 Inch\", \"asin\": \"B07SVBC6NV\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA 12\\\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black\", \"asin\": \"B0DK41Q2HZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKENMASTER Bakken-Swiss 2-Piece Mini Nonstick Egg Pan & Omelet Pan \\u2013 Egg Pan [5.5''] with Marble Coating Non-Stick, Skillet, Eco-Friendly \\u2013for Eggs Pancakes, for All Stoves - Non Toxic\", \"asin\": \"B0CLCTSXMT\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IKTU Nonstick Frying Pan Skillet, 11\\\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free\", \"asin\": \"B0DN1HGCQW\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Non Stick Frying Pans with lid, 11-Inch Hybrid Frying Pans PFOA Free Cookware Stainless Steel Pan Cookware Set Perfect for Omelets, Stir-Fry & Commercial Use!\", \"asin\": \"B0DY15BLYL\", \"price\": \"$10.00\", \"delivery\": \"$5.01 delivery Apr 16 - 17 Only 7 left in stock - order soon.\"},\n{\"title\": \"GoodCook Nonstick Saut\\u00e9 Pan, 10 Inch, Black\", \"asin\": \"B001CCUIFC\", \"price\": \"$14.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"YIKANGHENG Thin Korean Grill Pan, 11 Inch Iron with Non-stick Coating Baking Tray on Heating Stove for Home, Party Travel and Outdoor (11.8 inch)\", \"asin\": \"B0CPXYWM16\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 9 left in stock - order soon.\"},\n{\"title\": \"Non Stick Crepe Pan with Detachable Handle, 10 Inch Cast Aluminium Dosa Tawa Tortilla Pan, Pancake Pan Induction Compatible - Black\", \"asin\": \"B0CLP4J97D\", \"price\": \"$13.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Griddle Pan 10 Inch, Cast Aluminium Non Stick Steak Pan with Detachable Handle for Induction Hob, White\", \"asin\": \"B0CLTXF7D8\", \"price\": \"$13.29\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 11 left in stock - order soon.\"},\n{\"title\": \"Frying Pan Nonstick Griddle Flat Pancake for home use (Stainless steel -Flat base, 14 inch)\", \"asin\": \"B0D9NB3VVR\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 2 left in stock - order soon.\"},\n{\"title\": \"Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)\", \"asin\": \"B0DKJCRF91\", \"price\": \"$12.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"Non Stick Frying Pan 10 inch Egg Pans Skillet Nonstick Pan Detachable Wooden Handle\", \"asin\": \"B0D3L33TNK\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Frying Pan Skillet, 10 Inch Nonstick Pan, Granite Coating Omelette Pan, Healthy Non Toxic Chef Pan with Heat Resistant Handle, Induction Compatible, PFOA Free\", \"asin\": \"B0D9YL46KL\", \"price\": \"$12.99\", \"delivery\": \"$6.99 delivery May 2 - 13 \"},\n{\"title\": \"Non Stick Frying Pan 10 inch Egg Pans Skillet Nonstick Pan Detachable Wooden Handle\", \"asin\": \"B0D3L33TNK\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Non-Stick Fry Pan, 7 Inch, Black (Stone_Pan_10inches)\", \"asin\": \"B0CZLHP7DZ\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 1 left in stock - order soon.\"},\n{\"title\": \"Nonstick Crepe Pan, 11 Inch Griddle Pan with Scraper & Oil Brush, Griddle Pancake Pan Tortilla Pan, for Cooking Eggs, Frying, Grill, Omelettes, Easy Clean\", \"asin\": \"B0CC95DZMF\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 4 left in stock - order soon.\"},\n{\"title\": \"Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)\", \"asin\": \"B0DKJCRF91\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"Outdoor baking pan BBQ Grill Pan Non-stick round frying pan baking pan,Induction cooker cassette stove (30cm)\", \"asin\": \"B0D5XXY9BS\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 4 left in stock - order soon.\"},\n{\"title\": \"2 Pieces Mini Cast Iron Skillet 4.7 Inch Round Mini Non Stick Fry Pan Single Egg Frying Pan with Heat Resistant Handle for Cooking Baking Cookie Brownie\", \"asin\": \"B0BQMH347L\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cast iron frying pan,Non stick frying pans,Cast iron skillet Size :11(in),bottom uniquely texture design,removable wooden handle,Black.\", \"asin\": \"B0CZ8ZQPP4\", \"price\": \"$14.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"round Grill Pan baking pan BBQ Non-stick frying pan (Large size)\", \"asin\": \"B0D6G3R6CT\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 8 left in stock - order soon.\"},\n{\"title\": \"Nonstick Saute Frying Pan Professional Flat Bottom Cooking Pans Nonstick Frying Pans Wheat Stone Coating Pans for Induction Cooktops,Long Lasting,Dishwasher Safe (6.30in)\", \"asin\": \"B0CVWYN4RS\", \"price\": \"$9.97\", \"delivery\": \"$1.99 delivery Apr 22 - 28\"},\n{\"title\": \"Korean BBQ Grill Pan Non-stick round frying pan with Wooden handles on both sides (medium)\", \"asin\": \"B0D478RGTG\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 5 left in stock - order soon.\"},\n{\"title\": \"Grill Skillet, 11\\\" Non-Stick grill pan Removable Handle for Outdoor Grill, Grill Vegetable Basket BBQ Accessories for For Seafood & Vegetables for Smoker Grill or Oven\", \"asin\": \"B0DFQ8R55T\", \"price\": \"$12.58\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Mini Skillet Professional Non-stick Skillet With Stainless Steel Treatment,Cookware,Thickened Pan,Home Kitchen Skillet,Dishwasher Safe(12cm)\", \"asin\": \"B0DP31SH2F\", \"price\": \"$7.36\", \"delivery\": \"$3 delivery Apr 23 - May 5\"},\n{\"title\": \"Uniware 12 Inch Non Stick Round Pizza Pan [Bn4407]\", \"asin\": \"B00RNEJK84\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Apr 21 - 25 Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"2 Pieces Mini Cast Iron Skillet 4.7 Inch Round Mini Non Stick Fry Pan Single Egg Frying Pan with Heat Resistant Handle for Cooking Baking Cookie Brownie\", \"asin\": \"B0BQMH347L\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Saute Frying Pan Professional Flat Bottom Cooking Pans Nonstick Frying Pans Wheat Stone Coating Pans for Induction Cooktops,Long Lasting,Dishwasher Safe (4.72in)\", \"asin\": \"B0CVX3DF7G\", \"price\": \"$8.99\", \"delivery\": \"$1.99 delivery Apr 22 - 28 \"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T08:11:21.784Z\", // 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n{\"timestamp\": \"2025-04-13T08:10:23.335Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T08:10:52.417Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:53.588Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:55.965Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:11.371Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:16.912Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:21.784Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"non stick pan\"}],\n\"search_results\": [{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"IMUSA Black USA IMU-25010TGT 10\\\" Nonstick Bistro Saute Pan, 10 Inch\", \"asin\": \"B07SVBC6NV\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA 12\\\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black\", \"asin\": \"B0DK41Q2HZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKENMASTER Bakken-Swiss 2-Piece Mini Nonstick Egg Pan & Omelet Pan \\u2013 Egg Pan [5.5''] with Marble Coating Non-Stick, Skillet, Eco-Friendly \\u2013for Eggs Pancakes, for All Stoves - Non Toxic\", \"asin\": \"B0CLCTSXMT\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IKTU Nonstick Frying Pan Skillet, 11\\\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free\", \"asin\": \"B0DN1HGCQW\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Non Stick Frying Pans with lid, 11-Inch Hybrid Frying Pans PFOA Free Cookware Stainless Steel Pan Cookware Set Perfect for Omelets, Stir-Fry & Commercial Use!\", \"asin\": \"B0DY15BLYL\", \"price\": \"$10.00\", \"delivery\": \"$5.01 delivery Apr 16 - 17 Only 7 left in stock - order soon.\"},\n{\"title\": \"GoodCook Nonstick Saut\\u00e9 Pan, 10 Inch, Black\", \"asin\": \"B001CCUIFC\", \"price\": \"$14.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"YIKANGHENG Thin Korean Grill Pan, 11 Inch Iron with Non-stick Coating Baking Tray on Heating Stove for Home, Party Travel and Outdoor (11.8 inch)\", \"asin\": \"B0CPXYWM16\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 9 left in stock - order soon.\"},\n{\"title\": \"Non Stick Crepe Pan with Detachable Handle, 10 Inch Cast Aluminium Dosa Tawa Tortilla Pan, Pancake Pan Induction Compatible - Black\", \"asin\": \"B0CLP4J97D\", \"price\": \"$13.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Griddle Pan 10 Inch, Cast Aluminium Non Stick Steak Pan with Detachable Handle for Induction Hob, White\", \"asin\": \"B0CLTXF7D8\", \"price\": \"$13.29\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 11 left in stock - order soon.\"},\n{\"title\": \"Frying Pan Nonstick Griddle Flat Pancake for home use (Stainless steel -Flat base, 14 inch)\", \"asin\": \"B0D9NB3VVR\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 2 left in stock - order soon.\"},\n{\"title\": \"Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)\", \"asin\": \"B0DKJCRF91\", \"price\": \"$12.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"Non Stick Frying Pan 10 inch Egg Pans Skillet Nonstick Pan Detachable Wooden Handle\", \"asin\": \"B0D3L33TNK\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Frying Pan Skillet, 10 Inch Nonstick Pan, Granite Coating Omelette Pan, Healthy Non Toxic Chef Pan with Heat Resistant Handle, Induction Compatible, PFOA Free\", \"asin\": \"B0D9YL46KL\", \"price\": \"$12.99\", \"delivery\": \"$6.99 delivery May 2 - 13 \"},\n{\"title\": \"Non Stick Frying Pan 10 inch Egg Pans Skillet Nonstick Pan Detachable Wooden Handle\", \"asin\": \"B0D3L33TNK\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Non-Stick Fry Pan, 7 Inch, Black (Stone_Pan_10inches)\", \"asin\": \"B0CZLHP7DZ\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 1 left in stock - order soon.\"},\n{\"title\": \"Nonstick Crepe Pan, 11 Inch Griddle Pan with Scraper & Oil Brush, Griddle Pancake Pan Tortilla Pan, for Cooking Eggs, Frying, Grill, Omelettes, Easy Clean\", \"asin\": \"B0CC95DZMF\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 4 left in stock - order soon.\"},\n{\"title\": \"Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)\", \"asin\": \"B0DKJCRF91\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"Outdoor baking pan BBQ Grill Pan Non-stick round frying pan baking pan,Induction cooker cassette stove (30cm)\", \"asin\": \"B0D5XXY9BS\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 4 left in stock - order soon.\"},\n{\"title\": \"2 Pieces Mini Cast Iron Skillet 4.7 Inch Round Mini Non Stick Fry Pan Single Egg Frying Pan with Heat Resistant Handle for Cooking Baking Cookie Brownie\", \"asin\": \"B0BQMH347L\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cast iron frying pan,Non stick frying pans,Cast iron skillet Size :11(in),bottom uniquely texture design,removable wooden handle,Black.\", \"asin\": \"B0CZ8ZQPP4\", \"price\": \"$14.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"round Grill Pan baking pan BBQ Non-stick frying pan (Large size)\", \"asin\": \"B0D6G3R6CT\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 8 left in stock - order soon.\"},\n{\"title\": \"Nonstick Saute Frying Pan Professional Flat Bottom Cooking Pans Nonstick Frying Pans Wheat Stone Coating Pans for Induction Cooktops,Long Lasting,Dishwasher Safe (6.30in)\", \"asin\": \"B0CVWYN4RS\", \"price\": \"$9.97\", \"delivery\": \"$1.99 delivery Apr 22 - 28\"},\n{\"title\": \"Korean BBQ Grill Pan Non-stick round frying pan with Wooden handles on both sides (medium)\", \"asin\": \"B0D478RGTG\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 5 left in stock - order soon.\"},\n{\"title\": \"Grill Skillet, 11\\\" Non-Stick grill pan Removable Handle for Outdoor Grill, Grill Vegetable Basket BBQ Accessories for For Seafood & Vegetables for Smoker Grill or Oven\", \"asin\": \"B0DFQ8R55T\", \"price\": \"$12.58\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Mini Skillet Professional Non-stick Skillet With Stainless Steel Treatment,Cookware,Thickened Pan,Home Kitchen Skillet,Dishwasher Safe(12cm)\", \"asin\": \"B0DP31SH2F\", \"price\": \"$7.36\", \"delivery\": \"$3 delivery Apr 23 - May 5\"},\n{\"title\": \"Uniware 12 Inch Non Stick Round Pizza Pan [Bn4407]\", \"asin\": \"B00RNEJK84\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Apr 21 - 25 Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"2 Pieces Mini Cast Iron Skillet 4.7 Inch Round Mini Non Stick Fry Pan Single Egg Frying Pan with Heat Resistant Handle for Cooking Baking Cookie Brownie\", \"asin\": \"B0BQMH347L\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Saute Frying Pan Professional Flat Bottom Cooking Pans Nonstick Frying Pans Wheat Stone Coating Pans for Induction Cooktops,Long Lasting,Dishwasher Safe (4.72in)\", \"asin\": \"B0CVX3DF7G\", \"price\": \"$8.99\", \"delivery\": \"$1.99 delivery Apr 22 - 28 \"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T08:11:23.377Z\", // 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
2025-04-13T08:11:23.377Z
click
filter
rule
train
2,785
2025-04-13T08:11:23.377Z
click
filter
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:01:43.860Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:28.291Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:02:54.239Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:54.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:58.571Z", "action": "input", "action_argument": "bag"} {"timestamp": "2025-04-12T04:03:00.956Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:03:23.008Z", "action": "input", "action_argument": "hefty ultra strong 13 gallon trash bags"} {"timestamp": "2025-04-13T06:34:29.262Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:43.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:50.655Z", "action": "input", "action_argument": "stainless steel pan"} {"timestamp": "2025-04-13T06:34:51.119Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:35:18.020Z", "action": "click_product", "action_argument": "B0DB42KNBC"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-13T08:10:23.124Z", "action": "input", "action_argument": "non stick pan"} {"timestamp": "2025-04-13T08:10:23.335Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T08:10:52.417Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:10:53.588Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:10:55.965Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:11.371Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:16.912Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:21.784Z", "action": "click", "action_argument": "filter"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "non stick pan"}], "search_results": [{"title": "GreenPan Rio Healthy Ceramic Nonstick 7\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black", "asin": "B07Y914BC6", "price": "$14.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "IMUSA Black USA IMU-25010TGT 10\" Nonstick Bistro Saute Pan, 10 Inch", "asin": "B07SVBC6NV", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "IMUSA 12\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black", "asin": "B0DK41Q2HZ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "BAKKENMASTER Bakken-Swiss 2-Piece Mini Nonstick Egg Pan & Omelet Pan \u2013 Egg Pan [5.5''] with Marble Coating Non-Stick, Skillet, Eco-Friendly \u2013for Eggs Pancakes, for All Stoves - Non Toxic", "asin": "B0CLCTSXMT", "price": "$7.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GreenPan Rio Healthy Ceramic Nonstick 7\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black", "asin": "B07Y914BC6", "price": "$14.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "IKTU Nonstick Frying Pan Skillet, 11\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free", "asin": "B0DN1HGCQW", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Non Stick Frying Pans with lid, 11-Inch Hybrid Frying Pans PFOA Free Cookware Stainless Steel Pan Cookware Set Perfect for Omelets, Stir-Fry & Commercial Use!", "asin": "B0DY15BLYL", "price": "$10.00", "delivery": "$5.01 delivery Apr 16 - 17 Only 7 left in stock - order soon."}, {"title": "GoodCook Nonstick Saut\u00e9 Pan, 10 Inch, Black", "asin": "B001CCUIFC", "price": "$14.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "YIKANGHENG Thin Korean Grill Pan, 11 Inch Iron with Non-stick Coating Baking Tray on Heating Stove for Home, Party Travel and Outdoor (11.8 inch)", "asin": "B0CPXYWM16", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Only 9 left in stock - order soon."}, {"title": "Non Stick Crepe Pan with Detachable Handle, 10 Inch Cast Aluminium Dosa Tawa Tortilla Pan, Pancake Pan Induction Compatible - Black", "asin": "B0CLP4J97D", "price": "$13.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Griddle Pan 10 Inch, Cast Aluminium Non Stick Steak Pan with Detachable Handle for Induction Hob, White", "asin": "B0CLTXF7D8", "price": "$13.29", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 11 left in stock - order soon."}, {"title": "Frying Pan Nonstick Griddle Flat Pancake for home use (Stainless steel -Flat base, 14 inch)", "asin": "B0D9NB3VVR", "price": "$9.99", "delivery": "FREE delivery Wed, Apr 16 Only 2 left in stock - order soon."}, {"title": "Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)", "asin": "B0DKJCRF91", "price": "$12.99", "delivery": " Two-DayFREE delivery Tue, Apr 15 Only 3 left in stock - order soon."}, {"title": "Non Stick Frying Pan 10 inch Egg Pans Skillet Nonstick Pan Detachable Wooden Handle", "asin": "B0D3L33TNK", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Nonstick Frying Pan Skillet, 10 Inch Nonstick Pan, Granite Coating Omelette Pan, Healthy Non Toxic Chef Pan with Heat Resistant Handle, Induction Compatible, PFOA Free", "asin": "B0D9YL46KL", "price": "$12.99", "delivery": "$6.99 delivery May 2 - 13 "}, {"title": "Non Stick Frying Pan 10 inch Egg Pans Skillet Nonstick Pan Detachable Wooden Handle", "asin": "B0D3L33TNK", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Non-Stick Fry Pan, 7 Inch, Black (Stone_Pan_10inches)", "asin": "B0CZLHP7DZ", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Only 1 left in stock - order soon."}, {"title": "Nonstick Crepe Pan, 11 Inch Griddle Pan with Scraper & Oil Brush, Griddle Pancake Pan Tortilla Pan, for Cooking Eggs, Frying, Grill, Omelettes, Easy Clean", "asin": "B0CC95DZMF", "price": "$14.99", "delivery": "FREE delivery Wed, Apr 16 Only 4 left in stock - order soon."}, {"title": "Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)", "asin": "B0DKJCRF91", "price": "$12.99", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 3 left in stock - order soon."}, {"title": "Outdoor baking pan BBQ Grill Pan Non-stick round frying pan baking pan,Induction cooker cassette stove (30cm)", "asin": "B0D5XXY9BS", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Only 4 left in stock - order soon."}, {"title": "2 Pieces Mini Cast Iron Skillet 4.7 Inch Round Mini Non Stick Fry Pan Single Egg Frying Pan with Heat Resistant Handle for Cooking Baking Cookie Brownie", "asin": "B0BQMH347L", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Cast iron frying pan,Non stick frying pans,Cast iron skillet Size :11(in),bottom uniquely texture design,removable wooden handle,Black.", "asin": "B0CZ8ZQPP4", "price": "$14.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "round Grill Pan baking pan BBQ Non-stick frying pan (Large size)", "asin": "B0D6G3R6CT", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Only 8 left in stock - order soon."}, {"title": "Nonstick Saute Frying Pan Professional Flat Bottom Cooking Pans Nonstick Frying Pans Wheat Stone Coating Pans for Induction Cooktops,Long Lasting,Dishwasher Safe (6.30in)", "asin": "B0CVWYN4RS", "price": "$9.97", "delivery": "$1.99 delivery Apr 22 - 28"}, {"title": "Korean BBQ Grill Pan Non-stick round frying pan with Wooden handles on both sides (medium)", "asin": "B0D478RGTG", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Only 5 left in stock - order soon."}, {"title": "Grill Skillet, 11\" Non-Stick grill pan Removable Handle for Outdoor Grill, Grill Vegetable Basket BBQ Accessories for For Seafood & Vegetables for Smoker Grill or Oven", "asin": "B0DFQ8R55T", "price": "$12.58", "delivery": " Two-Day FREE delivery Tue, Apr 15"}, {"title": "Mini Skillet Professional Non-stick Skillet With Stainless Steel Treatment,Cookware,Thickened Pan,Home Kitchen Skillet,Dishwasher Safe(12cm)", "asin": "B0DP31SH2F", "price": "$7.36", "delivery": "$3 delivery Apr 23 - May 5"}, {"title": "Uniware 12 Inch Non Stick Round Pizza Pan [Bn4407]", "asin": "B00RNEJK84", "price": "$12.99", "delivery": "FREE delivery Apr 21 - 25 Or fastest delivery Wed, Apr 23"}, {"title": "2 Pieces Mini Cast Iron Skillet 4.7 Inch Round Mini Non Stick Fry Pan Single Egg Frying Pan with Heat Resistant Handle for Cooking Baking Cookie Brownie", "asin": "B0BQMH347L", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Nonstick Saute Frying Pan Professional Flat Bottom Cooking Pans Nonstick Frying Pans Wheat Stone Coating Pans for Induction Cooktops,Long Lasting,Dishwasher Safe (4.72in)", "asin": "B0CVX3DF7G", "price": "$8.99", "delivery": "$1.99 delivery Apr 22 - 28 "}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-13T08:11:23.377Z", // 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\": \"2025-04-13T08:11:23.377Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-13T08:11:23.377Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>", "index": 2785, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n{\"timestamp\": \"2025-04-13T08:10:23.335Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T08:10:52.417Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:53.588Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:55.965Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:11.371Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:16.912Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:21.784Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"non stick pan\"}],\n\"search_results\": [{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"IMUSA Black USA IMU-25010TGT 10\\\" Nonstick Bistro Saute Pan, 10 Inch\", \"asin\": \"B07SVBC6NV\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA 12\\\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black\", \"asin\": \"B0DK41Q2HZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKENMASTER Bakken-Swiss 2-Piece Mini Nonstick Egg Pan & Omelet Pan \\u2013 Egg Pan [5.5''] with Marble Coating Non-Stick, Skillet, Eco-Friendly \\u2013for Eggs Pancakes, for All Stoves - Non Toxic\", \"asin\": \"B0CLCTSXMT\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IKTU Nonstick Frying Pan Skillet, 11\\\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free\", \"asin\": \"B0DN1HGCQW\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Non Stick Frying Pans with lid, 11-Inch Hybrid Frying Pans PFOA Free Cookware Stainless Steel Pan Cookware Set Perfect for Omelets, Stir-Fry & Commercial Use!\", \"asin\": \"B0DY15BLYL\", \"price\": \"$10.00\", \"delivery\": \"$5.01 delivery Apr 16 - 17 Only 7 left in stock - order soon.\"},\n{\"title\": \"GoodCook Nonstick Saut\\u00e9 Pan, 10 Inch, Black\", \"asin\": \"B001CCUIFC\", \"price\": \"$14.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"YIKANGHENG Thin Korean Grill Pan, 11 Inch Iron with Non-stick Coating Baking Tray on Heating Stove for Home, Party Travel and Outdoor (11.8 inch)\", \"asin\": \"B0CPXYWM16\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 9 left in stock - order soon.\"},\n{\"title\": \"Non Stick Crepe Pan with Detachable Handle, 10 Inch Cast Aluminium Dosa Tawa Tortilla Pan, Pancake Pan Induction Compatible - Black\", \"asin\": \"B0CLP4J97D\", \"price\": \"$13.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Griddle Pan 10 Inch, Cast Aluminium Non Stick Steak Pan with Detachable Handle for Induction Hob, White\", \"asin\": \"B0CLTXF7D8\", \"price\": \"$13.29\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 11 left in stock - order soon.\"},\n{\"title\": \"Frying Pan Nonstick Griddle Flat Pancake for home use (Stainless steel -Flat base, 14 inch)\", \"asin\": \"B0D9NB3VVR\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 2 left in stock - order soon.\"},\n{\"title\": \"Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)\", \"asin\": \"B0DKJCRF91\", \"price\": \"$12.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"Non Stick Frying Pan 10 inch Egg Pans Skillet Nonstick Pan Detachable Wooden Handle\", \"asin\": \"B0D3L33TNK\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Frying Pan Skillet, 10 Inch Nonstick Pan, Granite Coating Omelette Pan, Healthy Non Toxic Chef Pan with Heat Resistant Handle, Induction Compatible, PFOA Free\", \"asin\": \"B0D9YL46KL\", \"price\": \"$12.99\", \"delivery\": \"$6.99 delivery May 2 - 13 \"},\n{\"title\": \"Non Stick Frying Pan 10 inch Egg Pans Skillet Nonstick Pan Detachable Wooden Handle\", \"asin\": \"B0D3L33TNK\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Non-Stick Fry Pan, 7 Inch, Black (Stone_Pan_10inches)\", \"asin\": \"B0CZLHP7DZ\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 1 left in stock - order soon.\"},\n{\"title\": \"Nonstick Crepe Pan, 11 Inch Griddle Pan with Scraper & Oil Brush, Griddle Pancake Pan Tortilla Pan, for Cooking Eggs, Frying, Grill, Omelettes, Easy Clean\", \"asin\": \"B0CC95DZMF\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 4 left in stock - order soon.\"},\n{\"title\": \"Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)\", \"asin\": \"B0DKJCRF91\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"Outdoor baking pan BBQ Grill Pan Non-stick round frying pan baking pan,Induction cooker cassette stove (30cm)\", \"asin\": \"B0D5XXY9BS\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 4 left in stock - order soon.\"},\n{\"title\": \"2 Pieces Mini Cast Iron Skillet 4.7 Inch Round Mini Non Stick Fry Pan Single Egg Frying Pan with Heat Resistant Handle for Cooking Baking Cookie Brownie\", \"asin\": \"B0BQMH347L\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Cast iron frying pan,Non stick frying pans,Cast iron skillet Size :11(in),bottom uniquely texture design,removable wooden handle,Black.\", \"asin\": \"B0CZ8ZQPP4\", \"price\": \"$14.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"round Grill Pan baking pan BBQ Non-stick frying pan (Large size)\", \"asin\": \"B0D6G3R6CT\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 8 left in stock - order soon.\"},\n{\"title\": \"Nonstick Saute Frying Pan Professional Flat Bottom Cooking Pans Nonstick Frying Pans Wheat Stone Coating Pans for Induction Cooktops,Long Lasting,Dishwasher Safe (6.30in)\", \"asin\": \"B0CVWYN4RS\", \"price\": \"$9.97\", \"delivery\": \"$1.99 delivery Apr 22 - 28\"},\n{\"title\": \"Korean BBQ Grill Pan Non-stick round frying pan with Wooden handles on both sides (medium)\", \"asin\": \"B0D478RGTG\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 5 left in stock - order soon.\"},\n{\"title\": \"Grill Skillet, 11\\\" Non-Stick grill pan Removable Handle for Outdoor Grill, Grill Vegetable Basket BBQ Accessories for For Seafood & Vegetables for Smoker Grill or Oven\", \"asin\": \"B0DFQ8R55T\", \"price\": \"$12.58\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Mini Skillet Professional Non-stick Skillet With Stainless Steel Treatment,Cookware,Thickened Pan,Home Kitchen Skillet,Dishwasher Safe(12cm)\", \"asin\": \"B0DP31SH2F\", \"price\": \"$7.36\", \"delivery\": \"$3 delivery Apr 23 - May 5\"},\n{\"title\": \"Uniware 12 Inch Non Stick Round Pizza Pan [Bn4407]\", \"asin\": \"B00RNEJK84\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Apr 21 - 25 Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"2 Pieces Mini Cast Iron Skillet 4.7 Inch Round Mini Non Stick Fry Pan Single Egg Frying Pan with Heat Resistant Handle for Cooking Baking Cookie Brownie\", \"asin\": \"B0BQMH347L\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Saute Frying Pan Professional Flat Bottom Cooking Pans Nonstick Frying Pans Wheat Stone Coating Pans for Induction Cooktops,Long Lasting,Dishwasher Safe (4.72in)\", \"asin\": \"B0CVX3DF7G\", \"price\": \"$8.99\", \"delivery\": \"$1.99 delivery Apr 22 - 28 \"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T08:11:23.377Z\", // 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n{\"timestamp\": \"2025-04-13T08:10:23.335Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T08:10:52.417Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:53.588Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:55.965Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:11.371Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:16.912Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:21.784Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:23.377Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"non stick pan\"}],\n\"promotion_items\": [{\"title\": \"Caraway Cast Iron Skillet - 10.5\\u201d Enameled Cast Iron Pan With 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Gray\", \"asin\": \"B0DJRYJYQ9\", \"price\": \"$185.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Stainless Steel Fry Pan (1.05 qt, 8\\\") - 5-Ply Stainless Steel Pan - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free\", \"asin\": \"B0CPJTDCR2\", \"price\": \"$125.00\", \"quantity\": \"\"},\n{\"title\": \"Made In Cookware - 3-Piece (Includes 8\\\",10\\\",12\\\") Stainless Frying Pan Set - 5 Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible\", \"asin\": \"B0BB5BTN9Y\", \"price\": \"$299.00\", \"quantity\": \"\"},\n{\"title\": \"Flambo Skillet #10 - Naturally Non-Stick 10 Inch Pre-Seasoned Cast Iron Frying Pan - Smooth Nonstick Finish for Grilling, Frying, Sauteing, Searing, Baking - Use on Oven, Stove, Grill, or Campfire\", \"asin\": \"B0DCVJRKZC\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"KITEXPERT Non Stick Frying Pans Set - 3 Piece (8\\\", 10\\\", 12\\\") Beige Titanium Ceramic Pan, Nonstick Skillet Stainless Steel, PFAS, PFOA & PTFE Free, Dishwasher & Oven Safe, All Cooktops Compatible\", \"asin\": \"B0DP3ZSHQN\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Stargazer 10.5-Inch Cast Iron Skillet | Made in USA, Seasoned, Even Heat Distribution, Easy to Clean, Smooth Nonstick Finish for Grilling, Frying, Sauteing, Searing, Baking\", \"asin\": \"B0CB75LML9\", \"price\": \"$135.00\", \"quantity\": \"\"},\n{\"title\": \"Alva Maestro 3 Piece Non Toxic Stainless Steel Pan Set PFAS, PFOA, PTFE Free 5 Ply Stainless Steel Pans for Cooking, Stove to Oven Cookware, Compatible in All Stovetop Oven Safe with Stay Cool Handle\", \"asin\": \"B0F1GGKGF5\", \"price\": \"$365.00\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ4Q\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"The Only Academic Phrasebook You'll Ever Need: 600 Examples of Academic Language\", \"asin\": \"1539527751\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 XL Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ8M\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"The Craft of Research, Fifth Edition (Chicago Guides to Writing, Editing, and Publishing)\", \"asin\": \"0226826678\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"myCartridge SUPRINT 245XL Ink Cartridge PG-245 CL-246 Replacement for Canon Ink 245 and 246 Compatible for Canon 245XL 246XL Combo Pack for Pixma MG2522 TS3122 TS3322 MX490 TR4520 Printer 245 Ink\", \"asin\": \"B08J3NY6QV\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"A Manual for Writers of Research Papers, Theses, and Dissertations, Ninth Edition: Chicago Style for Students and Researchers (Chicago Guides to Writing, Editing, and Publishing)\", \"asin\": \"022643057X\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"IMUSA 12\\\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black\", \"asin\": \"B0DK41Q2HZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Frying Pan Nonstick Griddle Flat Pancake for home use (Stainless steel -Flat base, 14 inch)\", \"asin\": \"B0D9NB3VVR\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 2 left in stock - order soon.\"},\n{\"title\": \"NEO RB-2309 Small Deep Frying Pan, 7.1 inches (18 cm), Bento Box, Breakfast, Induction & Gas Compatible, Just Pan NEO\", \"asin\": \"B09N3MKG4S\", \"price\": \"$10.72\", \"delivery\": \"$27.56 delivery Apr 29 - May 8 Or fastest delivery Apr 23 - May 2 Only 1 left in stock - order soon.\"},\n{\"title\": \"Nonstick Saute Frying Pan Professional Flat Bottom Cooking Pans Nonstick Frying Pans Wheat Stone Coating Pans for Induction Cooktops,Long Lasting,Dishwasher Safe (6.30in)\", \"asin\": \"B0CVWYN4RS\", \"price\": \"$9.97\", \"delivery\": \"$1.99 delivery Apr 22 - 28\"},\n{\"title\": \"Uniware 12 Inch Non Stick Round Pizza Pan [Bn4407]\", \"asin\": \"B00RNEJK84\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Apr 21 - 25 Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Consecutive Non-Stick Round Baking Pan, Korean Grill Pan for Indoor Cooking, Multifunctional Consecutivte Non-stick Stove Plate for Meats, Pancakes, Ribs, With Dual Handles & Clip (28CM/11IN)\", \"asin\": \"B0F1YNMJ4T\", \"price\": \"$13.99\", \"delivery\": \"$9.99 delivery Apr 23 - May 2\"},\n{\"title\": \"IMUSA 13.5in Carbon Steel Nonstick Round Comal with Metal Handles, Black\", \"asin\": \"B00IA8KKTA\", \"price\": \"$11.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Rustless Egg Frying Pan, 4-Cup Heart Omelette Pan, Non-Stick Egg Skillet with Wooden Handle, Aluminum Alloy Egg Cooker Pan, Effortless to Clean, for Gas Stove Induction Cookware Breakfast (Beige)\", \"asin\": \"B0CXJ37DPH\", \"price\": \"$13.99\", \"delivery\": \"$5.98 delivery May 2 - 13\"},\n{\"title\": \"Korean Grill Pan, With Nonstick Coating, 13.4\\\" Round Bbq Griddle, Multifunctional Frying and Baking Pan for Home Kitchen Camping, With Wooden Handle, Essential for Outdoor Camping (11 inch)\", \"asin\": \"B0F1ZZ2G6B\", \"price\": \"$9.99\", \"delivery\": \"$3.99 delivery Apr 21 - 29 Or fastest delivery Apr 17 - 22\"},\n{\"title\": \"Korean Grilling Pan - Round Induction Griddle Pan, Stovetop Nonstick Korean Grill Pan | Smokeless Barbecue Heat Conductivity Pan, BBQ Grill Seasoned Cast Iron Griddle Tray for gass Stove Grilling\", \"asin\": \"B0DCPB47LJ\", \"price\": \"$13.79\", \"delivery\": \"$2.99 delivery Apr 23 - May 2\"},\n{\"title\": \"Nonstick Saute Frying Pan Professional Flat Bottom Cooking Pans Nonstick Frying Pans Wheat Stone Coating Pans for Induction Cooktops,Long Lasting,Dishwasher Safe (4.72in)\", \"asin\": \"B0CVX3DF7G\", \"price\": \"$8.99\", \"delivery\": \"$1.99 delivery Apr 22 - 28 \"},\n{\"title\": \"Stainless steel roundness baking pan Roast meat pan Nonstick Griddle Pan (36cm)\", \"asin\": \"B0D7Q2JS65\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"4-Cup Nonstick Egg Frying Pan, Heart Omelette Pan Non-Stick Egg Skillet with Wooden Handle Aluminum Alloy Egg Cooker Pan Effortless to Clean for Gas Stove Induction Cookware Breakfast (White)\", \"asin\": \"B0CXF1CDGP\", \"price\": \"$14.99\", \"delivery\": \"$5.99 delivery May 2 - 13\"},\n{\"title\": \"Non-stick Round Baking Pan, Korean Grill Pans for Indoor Cooking, Consecutive T Nonstick Round Griddle Grill Pan for Korean BBQ, Multifunctional Frying and Baking Pan for Kitchen Camping (12.6IN)\", \"asin\": \"B0F3XDHB2P\", \"price\": \"$12.99\", \"delivery\": \"$5.99 delivery Apr 23 - May 5 Or fastest delivery Apr 17 - 22\"},\n{\"title\": \"Non-stick Round Baking Pan,Non-Stick Korean BBQ Grill Pan, Round Griddle for Indoor & Outdoor Cooking, Multipurpose Frying & Baking Pan with Dual Handles, PFOA-Free, 13 Inch (black,11.2in)\", \"asin\": \"B0F1Y8QF42\", \"price\": \"$14.99\", \"delivery\": \"$9.99 delivery Apr 23 - May 2\"},\n{\"title\": \"Non-stick Round Baking Pan, Grill Pan for Indoor Cooking, Korean BBQ Grill Pan, Consecutive Korean with Granite Coating Multifunctional Frying and Baking Pan for Home (Iron Handles, 34cm/13.4in)\", \"asin\": \"B0F24GW28L\", \"price\": \"$13.99\", \"delivery\": \"$4.99 delivery Apr 22 - 25\"},\n{\"title\": \"Non Stick Round Baking Pan Korean, Non-Stick Round Baking Pan, Korean Grill Pan For Indoor Cooking, Consecutivte Nonstick RoundGriddle GrillPan Witn Clip For Home Kitchen Camping Travel (29CM)\", \"asin\": \"B0F1MXX7VZ\", \"price\": \"$13.96\", \"delivery\": \"$6.99 delivery Apr 24 - May 6\"},\n{\"title\": \"12\\\" Frying Pan Lid in Tempered Glass, by Ozeri\", \"asin\": \"B006QCNJG8\", \"price\": \"$12.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"3 Cup Egg Frying Pan Breakfast Frying Pan, Nonstick Divided Pan, Easy to Install Fried Egg Pan, Time Saving Breakfast Frying Pan, Solid Pancake Pan and Egg Cooker Grill Pan with Handle for Cooking\", \"asin\": \"B0DKY1SMQL\", \"price\": \"$11.99\", \"delivery\": \"$5.99 delivery May 2 - 13\"},\n{\"title\": \"Korean BBQ Grill Pan Griddle Non Stick Coating Multifunctional Round Baking Frying Pan for Indoor Outdoor Home Kitchen Camping Stove Use (Black,11in)\", \"asin\": \"B0F247LHGZ\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 23 - 29 Or fastest delivery Apr 21 - 24\"},\n{\"title\": \"Garneck Mini Egg Frying Pan Skillet Nonstick Omelet Pan 12cm Stainless Steel Round Pancake Pan Kitchen Cooking Pan with Folding Handle for Gas Stove Induction, 25.00X12.70X2.60CM, Silver\", \"asin\": \"B0D4VM3PC5\", \"price\": \"$13.79\", \"delivery\": \"FREE delivery May 2 - 13 Or fastest delivery Apr 17 - 22 Only 10 left in stock - order soon.\"},\n{\"title\": \"RB-1568 To May Frying Pan, Square Pan, Red, Induction Heating Compatible, Glass Lid Included\", \"asin\": \"B07ZVK3GCM\", \"price\": \"$14.54\", \"delivery\": \"$26.63 delivery Thu, Apr 24 Or fastest delivery Wed, Apr 16\"},\n{\"title\": \"Nonstick Frying Pan, 11.8 inches (30 cm), IH Compatible with Gas Fire, Lightweight, Compatible with Metal Spatulas, PFOS PFOA Free, Ledure 2, Black\", \"asin\": \"B0CM8JM8PS\", \"price\": \"$13.02\", \"delivery\": \"$35.80 delivery Thu, Apr 24 Or fastest delivery Apr 16 - 17\"},\n{\"title\": \"Grill Pan Barbecue Cheese Grill Tray Nonstick Baking Pan for Outdoor Family Bbq Party\", \"asin\": \"B0DJWVW1YY\", \"price\": \"$9.69\", \"delivery\": \"FREE delivery May 12 - 21\"},\n{\"title\": \"Korean Grilling Pan - Round Induction Griddle Pan, Stovetop Nonstick Korean Grill Pan | Smokeless Barbecue Heat Conductivity Pan, BBQ Grill Seasoned Cast Iron Griddle Tray for gass Stove Grilling\", \"asin\": \"B0DCPB47LJ\", \"price\": \"$13.79\", \"delivery\": \"$2.99 delivery Apr 23 - May 2 \"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T08:11:26.505Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-13T08:11:26.505Z
click
filter
rule
train
2,786
2025-04-13T08:11:26.505Z
click
filter
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:01:43.860Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:28.291Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:02:54.239Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:54.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:58.571Z", "action": "input", "action_argument": "bag"} {"timestamp": "2025-04-12T04:03:00.956Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:03:23.008Z", "action": "input", "action_argument": "hefty ultra strong 13 gallon trash bags"} {"timestamp": "2025-04-13T06:34:29.262Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:43.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:50.655Z", "action": "input", "action_argument": "stainless steel pan"} {"timestamp": "2025-04-13T06:34:51.119Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:35:18.020Z", "action": "click_product", "action_argument": "B0DB42KNBC"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-13T08:10:23.124Z", "action": "input", "action_argument": "non stick pan"} {"timestamp": "2025-04-13T08:10:23.335Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T08:10:52.417Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:10:53.588Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:10:55.965Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:11.371Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:16.912Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:21.784Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:23.377Z", "action": "click", "action_argument": "filter"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "non stick pan"}], "promotion_items": [{"title": "Caraway Cast Iron Skillet - 10.5\u201d Enameled Cast Iron Pan With 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Gray", "asin": "B0DJRYJYQ9", "price": "$185.00", "quantity": ""}, {"title": "Caraway Stainless Steel Fry Pan (1.05 qt, 8\") - 5-Ply Stainless Steel Pan - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free", "asin": "B0CPJTDCR2", "price": "$125.00", "quantity": ""}, {"title": "Made In Cookware - 3-Piece (Includes 8\",10\",12\") Stainless Frying Pan Set - 5 Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible", "asin": "B0BB5BTN9Y", "price": "$299.00", "quantity": ""}, {"title": "Flambo Skillet #10 - Naturally Non-Stick 10 Inch Pre-Seasoned Cast Iron Frying Pan - Smooth Nonstick Finish for Grilling, Frying, Sauteing, Searing, Baking - Use on Oven, Stove, Grill, or Campfire", "asin": "B0DCVJRKZC", "price": "$89.99", "quantity": ""}, {"title": "KITEXPERT Non Stick Frying Pans Set - 3 Piece (8\", 10\", 12\") Beige Titanium Ceramic Pan, Nonstick Skillet Stainless Steel, PFAS, PFOA & PTFE Free, Dishwasher & Oven Safe, All Cooktops Compatible", "asin": "B0DP3ZSHQN", "price": "$109.99", "quantity": ""}, {"title": "Stargazer 10.5-Inch Cast Iron Skillet | Made in USA, Seasoned, Even Heat Distribution, Easy to Clean, Smooth Nonstick Finish for Grilling, Frying, Sauteing, Searing, Baking", "asin": "B0CB75LML9", "price": "$135.00", "quantity": ""}, {"title": "Alva Maestro 3 Piece Non Toxic Stainless Steel Pan Set PFAS, PFOA, PTFE Free 5 Ply Stainless Steel Pans for Cooking, Stove to Oven Cookware, Compatible in All Stovetop Oven Safe with Stay Cool Handle", "asin": "B0F1GGKGF5", "price": "$365.00", "quantity": ""}, {"title": "Canon PG-245 Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320", "asin": "B00E58RQ4Q", "price": "$18.99", "quantity": ""}, {"title": "The Only Academic Phrasebook You'll Ever Need: 600 Examples of Academic Language", "asin": "1539527751", "price": "$11.99", "quantity": ""}, {"title": "Canon PG-245 XL Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320", "asin": "B00E58RQ8M", "price": "$29.00", "quantity": ""}, {"title": "The Craft of Research, Fifth Edition (Chicago Guides to Writing, Editing, and Publishing)", "asin": "0226826678", "price": "$16.99", "quantity": ""}, {"title": "myCartridge SUPRINT 245XL Ink Cartridge PG-245 CL-246 Replacement for Canon Ink 245 and 246 Compatible for Canon 245XL 246XL Combo Pack for Pixma MG2522 TS3122 TS3322 MX490 TR4520 Printer 245 Ink", "asin": "B08J3NY6QV", "price": "$29.99", "quantity": ""}, {"title": "A Manual for Writers of Research Papers, Theses, and Dissertations, Ninth Edition: Chicago Style for Students and Researchers (Chicago Guides to Writing, Editing, and Publishing)", "asin": "022643057X", "price": "$15.99", "quantity": ""}], "search_results": [{"title": "GreenPan Rio Healthy Ceramic Nonstick 7\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black", "asin": "B07Y914BC6", "price": "$14.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "IMUSA 12\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black", "asin": "B0DK41Q2HZ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GreenPan Rio Healthy Ceramic Nonstick 7\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black", "asin": "B07Y914BC6", "price": "$14.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Frying Pan Nonstick Griddle Flat Pancake for home use (Stainless steel -Flat base, 14 inch)", "asin": "B0D9NB3VVR", "price": "$9.99", "delivery": "FREE delivery Wed, Apr 16 Only 2 left in stock - order soon."}, {"title": "NEO RB-2309 Small Deep Frying Pan, 7.1 inches (18 cm), Bento Box, Breakfast, Induction & Gas Compatible, Just Pan NEO", "asin": "B09N3MKG4S", "price": "$10.72", "delivery": "$27.56 delivery Apr 29 - May 8 Or fastest delivery Apr 23 - May 2 Only 1 left in stock - order soon."}, {"title": "Nonstick Saute Frying Pan Professional Flat Bottom Cooking Pans Nonstick Frying Pans Wheat Stone Coating Pans for Induction Cooktops,Long Lasting,Dishwasher Safe (6.30in)", "asin": "B0CVWYN4RS", "price": "$9.97", "delivery": "$1.99 delivery Apr 22 - 28"}, {"title": "Uniware 12 Inch Non Stick Round Pizza Pan [Bn4407]", "asin": "B00RNEJK84", "price": "$12.99", "delivery": "FREE delivery Apr 21 - 25 Or fastest delivery Wed, Apr 23"}, {"title": "Consecutive Non-Stick Round Baking Pan, Korean Grill Pan for Indoor Cooking, Multifunctional Consecutivte Non-stick Stove Plate for Meats, Pancakes, Ribs, With Dual Handles & Clip (28CM/11IN)", "asin": "B0F1YNMJ4T", "price": "$13.99", "delivery": "$9.99 delivery Apr 23 - May 2"}, {"title": "IMUSA 13.5in Carbon Steel Nonstick Round Comal with Metal Handles, Black", "asin": "B00IA8KKTA", "price": "$11.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Rustless Egg Frying Pan, 4-Cup Heart Omelette Pan, Non-Stick Egg Skillet with Wooden Handle, Aluminum Alloy Egg Cooker Pan, Effortless to Clean, for Gas Stove Induction Cookware Breakfast (Beige)", "asin": "B0CXJ37DPH", "price": "$13.99", "delivery": "$5.98 delivery May 2 - 13"}, {"title": "Korean Grill Pan, With Nonstick Coating, 13.4\" Round Bbq Griddle, Multifunctional Frying and Baking Pan for Home Kitchen Camping, With Wooden Handle, Essential for Outdoor Camping (11 inch)", "asin": "B0F1ZZ2G6B", "price": "$9.99", "delivery": "$3.99 delivery Apr 21 - 29 Or fastest delivery Apr 17 - 22"}, {"title": "Korean Grilling Pan - Round Induction Griddle Pan, Stovetop Nonstick Korean Grill Pan | Smokeless Barbecue Heat Conductivity Pan, BBQ Grill Seasoned Cast Iron Griddle Tray for gass Stove Grilling", "asin": "B0DCPB47LJ", "price": "$13.79", "delivery": "$2.99 delivery Apr 23 - May 2"}, {"title": "Nonstick Saute Frying Pan Professional Flat Bottom Cooking Pans Nonstick Frying Pans Wheat Stone Coating Pans for Induction Cooktops,Long Lasting,Dishwasher Safe (4.72in)", "asin": "B0CVX3DF7G", "price": "$8.99", "delivery": "$1.99 delivery Apr 22 - 28 "}, {"title": "Stainless steel roundness baking pan Roast meat pan Nonstick Griddle Pan (36cm)", "asin": "B0D7Q2JS65", "price": "$9.99", "delivery": "FREE delivery Sat, Apr 19 for Prime members Only 1 left in stock - order soon."}, {"title": "4-Cup Nonstick Egg Frying Pan, Heart Omelette Pan Non-Stick Egg Skillet with Wooden Handle Aluminum Alloy Egg Cooker Pan Effortless to Clean for Gas Stove Induction Cookware Breakfast (White)", "asin": "B0CXF1CDGP", "price": "$14.99", "delivery": "$5.99 delivery May 2 - 13"}, {"title": "Non-stick Round Baking Pan, Korean Grill Pans for Indoor Cooking, Consecutive T Nonstick Round Griddle Grill Pan for Korean BBQ, Multifunctional Frying and Baking Pan for Kitchen Camping (12.6IN)", "asin": "B0F3XDHB2P", "price": "$12.99", "delivery": "$5.99 delivery Apr 23 - May 5 Or fastest delivery Apr 17 - 22"}, {"title": "Non-stick Round Baking Pan,Non-Stick Korean BBQ Grill Pan, Round Griddle for Indoor & Outdoor Cooking, Multipurpose Frying & Baking Pan with Dual Handles, PFOA-Free, 13 Inch (black,11.2in)", "asin": "B0F1Y8QF42", "price": "$14.99", "delivery": "$9.99 delivery Apr 23 - May 2"}, {"title": "Non-stick Round Baking Pan, Grill Pan for Indoor Cooking, Korean BBQ Grill Pan, Consecutive Korean with Granite Coating Multifunctional Frying and Baking Pan for Home (Iron Handles, 34cm/13.4in)", "asin": "B0F24GW28L", "price": "$13.99", "delivery": "$4.99 delivery Apr 22 - 25"}, {"title": "Non Stick Round Baking Pan Korean, Non-Stick Round Baking Pan, Korean Grill Pan For Indoor Cooking, Consecutivte Nonstick RoundGriddle GrillPan Witn Clip For Home Kitchen Camping Travel (29CM)", "asin": "B0F1MXX7VZ", "price": "$13.96", "delivery": "$6.99 delivery Apr 24 - May 6"}, {"title": "12\" Frying Pan Lid in Tempered Glass, by Ozeri", "asin": "B006QCNJG8", "price": "$12.75", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "3 Cup Egg Frying Pan Breakfast Frying Pan, Nonstick Divided Pan, Easy to Install Fried Egg Pan, Time Saving Breakfast Frying Pan, Solid Pancake Pan and Egg Cooker Grill Pan with Handle for Cooking", "asin": "B0DKY1SMQL", "price": "$11.99", "delivery": "$5.99 delivery May 2 - 13"}, {"title": "Korean BBQ Grill Pan Griddle Non Stick Coating Multifunctional Round Baking Frying Pan for Indoor Outdoor Home Kitchen Camping Stove Use (Black,11in)", "asin": "B0F247LHGZ", "price": "$14.99", "delivery": "FREE delivery Apr 23 - 29 Or fastest delivery Apr 21 - 24"}, {"title": "Garneck Mini Egg Frying Pan Skillet Nonstick Omelet Pan 12cm Stainless Steel Round Pancake Pan Kitchen Cooking Pan with Folding Handle for Gas Stove Induction, 25.00X12.70X2.60CM, Silver", "asin": "B0D4VM3PC5", "price": "$13.79", "delivery": "FREE delivery May 2 - 13 Or fastest delivery Apr 17 - 22 Only 10 left in stock - order soon."}, {"title": "RB-1568 To May Frying Pan, Square Pan, Red, Induction Heating Compatible, Glass Lid Included", "asin": "B07ZVK3GCM", "price": "$14.54", "delivery": "$26.63 delivery Thu, Apr 24 Or fastest delivery Wed, Apr 16"}, {"title": "Nonstick Frying Pan, 11.8 inches (30 cm), IH Compatible with Gas Fire, Lightweight, Compatible with Metal Spatulas, PFOS PFOA Free, Ledure 2, Black", "asin": "B0CM8JM8PS", "price": "$13.02", "delivery": "$35.80 delivery Thu, Apr 24 Or fastest delivery Apr 16 - 17"}, {"title": "Grill Pan Barbecue Cheese Grill Tray Nonstick Baking Pan for Outdoor Family Bbq Party", "asin": "B0DJWVW1YY", "price": "$9.69", "delivery": "FREE delivery May 12 - 21"}, {"title": "Korean Grilling Pan - Round Induction Griddle Pan, Stovetop Nonstick Korean Grill Pan | Smokeless Barbecue Heat Conductivity Pan, BBQ Grill Seasoned Cast Iron Griddle Tray for gass Stove Grilling", "asin": "B0DCPB47LJ", "price": "$13.79", "delivery": "$2.99 delivery Apr 23 - May 2 "}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-13T08:11:26.505Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-13T08:11:26.505Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-13T08:11:26.505Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>", "index": 2786, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n{\"timestamp\": \"2025-04-13T08:10:23.335Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T08:10:52.417Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:53.588Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:55.965Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:11.371Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:16.912Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:21.784Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:23.377Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"non stick pan\"}],\n\"promotion_items\": [{\"title\": \"Caraway Cast Iron Skillet - 10.5\\u201d Enameled Cast Iron Pan With 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Gray\", \"asin\": \"B0DJRYJYQ9\", \"price\": \"$185.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Stainless Steel Fry Pan (1.05 qt, 8\\\") - 5-Ply Stainless Steel Pan - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free\", \"asin\": \"B0CPJTDCR2\", \"price\": \"$125.00\", \"quantity\": \"\"},\n{\"title\": \"Made In Cookware - 3-Piece (Includes 8\\\",10\\\",12\\\") Stainless Frying Pan Set - 5 Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible\", \"asin\": \"B0BB5BTN9Y\", \"price\": \"$299.00\", \"quantity\": \"\"},\n{\"title\": \"Flambo Skillet #10 - Naturally Non-Stick 10 Inch Pre-Seasoned Cast Iron Frying Pan - Smooth Nonstick Finish for Grilling, Frying, Sauteing, Searing, Baking - Use on Oven, Stove, Grill, or Campfire\", \"asin\": \"B0DCVJRKZC\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"KITEXPERT Non Stick Frying Pans Set - 3 Piece (8\\\", 10\\\", 12\\\") Beige Titanium Ceramic Pan, Nonstick Skillet Stainless Steel, PFAS, PFOA & PTFE Free, Dishwasher & Oven Safe, All Cooktops Compatible\", \"asin\": \"B0DP3ZSHQN\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Stargazer 10.5-Inch Cast Iron Skillet | Made in USA, Seasoned, Even Heat Distribution, Easy to Clean, Smooth Nonstick Finish for Grilling, Frying, Sauteing, Searing, Baking\", \"asin\": \"B0CB75LML9\", \"price\": \"$135.00\", \"quantity\": \"\"},\n{\"title\": \"Alva Maestro 3 Piece Non Toxic Stainless Steel Pan Set PFAS, PFOA, PTFE Free 5 Ply Stainless Steel Pans for Cooking, Stove to Oven Cookware, Compatible in All Stovetop Oven Safe with Stay Cool Handle\", \"asin\": \"B0F1GGKGF5\", \"price\": \"$365.00\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ4Q\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"The Only Academic Phrasebook You'll Ever Need: 600 Examples of Academic Language\", \"asin\": \"1539527751\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 XL Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ8M\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"The Craft of Research, Fifth Edition (Chicago Guides to Writing, Editing, and Publishing)\", \"asin\": \"0226826678\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"myCartridge SUPRINT 245XL Ink Cartridge PG-245 CL-246 Replacement for Canon Ink 245 and 246 Compatible for Canon 245XL 246XL Combo Pack for Pixma MG2522 TS3122 TS3322 MX490 TR4520 Printer 245 Ink\", \"asin\": \"B08J3NY6QV\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"A Manual for Writers of Research Papers, Theses, and Dissertations, Ninth Edition: Chicago Style for Students and Researchers (Chicago Guides to Writing, Editing, and Publishing)\", \"asin\": \"022643057X\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"IMUSA 12\\\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black\", \"asin\": \"B0DK41Q2HZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Frying Pan Nonstick Griddle Flat Pancake for home use (Stainless steel -Flat base, 14 inch)\", \"asin\": \"B0D9NB3VVR\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 2 left in stock - order soon.\"},\n{\"title\": \"NEO RB-2309 Small Deep Frying Pan, 7.1 inches (18 cm), Bento Box, Breakfast, Induction & Gas Compatible, Just Pan NEO\", \"asin\": \"B09N3MKG4S\", \"price\": \"$10.72\", \"delivery\": \"$27.56 delivery Apr 29 - May 8 Or fastest delivery Apr 23 - May 2 Only 1 left in stock - order soon.\"},\n{\"title\": \"Nonstick Saute Frying Pan Professional Flat Bottom Cooking Pans Nonstick Frying Pans Wheat Stone Coating Pans for Induction Cooktops,Long Lasting,Dishwasher Safe (6.30in)\", \"asin\": \"B0CVWYN4RS\", \"price\": \"$9.97\", \"delivery\": \"$1.99 delivery Apr 22 - 28\"},\n{\"title\": \"Uniware 12 Inch Non Stick Round Pizza Pan [Bn4407]\", \"asin\": \"B00RNEJK84\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Apr 21 - 25 Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Consecutive Non-Stick Round Baking Pan, Korean Grill Pan for Indoor Cooking, Multifunctional Consecutivte Non-stick Stove Plate for Meats, Pancakes, Ribs, With Dual Handles & Clip (28CM/11IN)\", \"asin\": \"B0F1YNMJ4T\", \"price\": \"$13.99\", \"delivery\": \"$9.99 delivery Apr 23 - May 2\"},\n{\"title\": \"IMUSA 13.5in Carbon Steel Nonstick Round Comal with Metal Handles, Black\", \"asin\": \"B00IA8KKTA\", \"price\": \"$11.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Rustless Egg Frying Pan, 4-Cup Heart Omelette Pan, Non-Stick Egg Skillet with Wooden Handle, Aluminum Alloy Egg Cooker Pan, Effortless to Clean, for Gas Stove Induction Cookware Breakfast (Beige)\", \"asin\": \"B0CXJ37DPH\", \"price\": \"$13.99\", \"delivery\": \"$5.98 delivery May 2 - 13\"},\n{\"title\": \"Korean Grill Pan, With Nonstick Coating, 13.4\\\" Round Bbq Griddle, Multifunctional Frying and Baking Pan for Home Kitchen Camping, With Wooden Handle, Essential for Outdoor Camping (11 inch)\", \"asin\": \"B0F1ZZ2G6B\", \"price\": \"$9.99\", \"delivery\": \"$3.99 delivery Apr 21 - 29 Or fastest delivery Apr 17 - 22\"},\n{\"title\": \"Korean Grilling Pan - Round Induction Griddle Pan, Stovetop Nonstick Korean Grill Pan | Smokeless Barbecue Heat Conductivity Pan, BBQ Grill Seasoned Cast Iron Griddle Tray for gass Stove Grilling\", \"asin\": \"B0DCPB47LJ\", \"price\": \"$13.79\", \"delivery\": \"$2.99 delivery Apr 23 - May 2\"},\n{\"title\": \"Nonstick Saute Frying Pan Professional Flat Bottom Cooking Pans Nonstick Frying Pans Wheat Stone Coating Pans for Induction Cooktops,Long Lasting,Dishwasher Safe (4.72in)\", \"asin\": \"B0CVX3DF7G\", \"price\": \"$8.99\", \"delivery\": \"$1.99 delivery Apr 22 - 28 \"},\n{\"title\": \"Stainless steel roundness baking pan Roast meat pan Nonstick Griddle Pan (36cm)\", \"asin\": \"B0D7Q2JS65\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"4-Cup Nonstick Egg Frying Pan, Heart Omelette Pan Non-Stick Egg Skillet with Wooden Handle Aluminum Alloy Egg Cooker Pan Effortless to Clean for Gas Stove Induction Cookware Breakfast (White)\", \"asin\": \"B0CXF1CDGP\", \"price\": \"$14.99\", \"delivery\": \"$5.99 delivery May 2 - 13\"},\n{\"title\": \"Non-stick Round Baking Pan, Korean Grill Pans for Indoor Cooking, Consecutive T Nonstick Round Griddle Grill Pan for Korean BBQ, Multifunctional Frying and Baking Pan for Kitchen Camping (12.6IN)\", \"asin\": \"B0F3XDHB2P\", \"price\": \"$12.99\", \"delivery\": \"$5.99 delivery Apr 23 - May 5 Or fastest delivery Apr 17 - 22\"},\n{\"title\": \"Non-stick Round Baking Pan,Non-Stick Korean BBQ Grill Pan, Round Griddle for Indoor & Outdoor Cooking, Multipurpose Frying & Baking Pan with Dual Handles, PFOA-Free, 13 Inch (black,11.2in)\", \"asin\": \"B0F1Y8QF42\", \"price\": \"$14.99\", \"delivery\": \"$9.99 delivery Apr 23 - May 2\"},\n{\"title\": \"Non-stick Round Baking Pan, Grill Pan for Indoor Cooking, Korean BBQ Grill Pan, Consecutive Korean with Granite Coating Multifunctional Frying and Baking Pan for Home (Iron Handles, 34cm/13.4in)\", \"asin\": \"B0F24GW28L\", \"price\": \"$13.99\", \"delivery\": \"$4.99 delivery Apr 22 - 25\"},\n{\"title\": \"Non Stick Round Baking Pan Korean, Non-Stick Round Baking Pan, Korean Grill Pan For Indoor Cooking, Consecutivte Nonstick RoundGriddle GrillPan Witn Clip For Home Kitchen Camping Travel (29CM)\", \"asin\": \"B0F1MXX7VZ\", \"price\": \"$13.96\", \"delivery\": \"$6.99 delivery Apr 24 - May 6\"},\n{\"title\": \"12\\\" Frying Pan Lid in Tempered Glass, by Ozeri\", \"asin\": \"B006QCNJG8\", \"price\": \"$12.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"3 Cup Egg Frying Pan Breakfast Frying Pan, Nonstick Divided Pan, Easy to Install Fried Egg Pan, Time Saving Breakfast Frying Pan, Solid Pancake Pan and Egg Cooker Grill Pan with Handle for Cooking\", \"asin\": \"B0DKY1SMQL\", \"price\": \"$11.99\", \"delivery\": \"$5.99 delivery May 2 - 13\"},\n{\"title\": \"Korean BBQ Grill Pan Griddle Non Stick Coating Multifunctional Round Baking Frying Pan for Indoor Outdoor Home Kitchen Camping Stove Use (Black,11in)\", \"asin\": \"B0F247LHGZ\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 23 - 29 Or fastest delivery Apr 21 - 24\"},\n{\"title\": \"Garneck Mini Egg Frying Pan Skillet Nonstick Omelet Pan 12cm Stainless Steel Round Pancake Pan Kitchen Cooking Pan with Folding Handle for Gas Stove Induction, 25.00X12.70X2.60CM, Silver\", \"asin\": \"B0D4VM3PC5\", \"price\": \"$13.79\", \"delivery\": \"FREE delivery May 2 - 13 Or fastest delivery Apr 17 - 22 Only 10 left in stock - order soon.\"},\n{\"title\": \"RB-1568 To May Frying Pan, Square Pan, Red, Induction Heating Compatible, Glass Lid Included\", \"asin\": \"B07ZVK3GCM\", \"price\": \"$14.54\", \"delivery\": \"$26.63 delivery Thu, Apr 24 Or fastest delivery Wed, Apr 16\"},\n{\"title\": \"Nonstick Frying Pan, 11.8 inches (30 cm), IH Compatible with Gas Fire, Lightweight, Compatible with Metal Spatulas, PFOS PFOA Free, Ledure 2, Black\", \"asin\": \"B0CM8JM8PS\", \"price\": \"$13.02\", \"delivery\": \"$35.80 delivery Thu, Apr 24 Or fastest delivery Apr 16 - 17\"},\n{\"title\": \"Grill Pan Barbecue Cheese Grill Tray Nonstick Baking Pan for Outdoor Family Bbq Party\", \"asin\": \"B0DJWVW1YY\", \"price\": \"$9.69\", \"delivery\": \"FREE delivery May 12 - 21\"},\n{\"title\": \"Korean Grilling Pan - Round Induction Griddle Pan, Stovetop Nonstick Korean Grill Pan | Smokeless Barbecue Heat Conductivity Pan, BBQ Grill Seasoned Cast Iron Griddle Tray for gass Stove Grilling\", \"asin\": \"B0DCPB47LJ\", \"price\": \"$13.79\", \"delivery\": \"$2.99 delivery Apr 23 - May 2 \"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T08:11:26.505Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n{\"timestamp\": \"2025-04-13T08:10:23.335Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T08:10:52.417Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:53.588Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:55.965Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:11.371Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:16.912Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:21.784Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:23.377Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:26.505Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"non stick pan\"}],\n\"promotion_items\": [{\"title\": \"Caraway Cast Iron Skillet - 10.5\\u201d Enameled Cast Iron Pan With 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Gray\", \"asin\": \"B0DJRYJYQ9\", \"price\": \"$185.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Stainless Steel Fry Pan (1.05 qt, 8\\\") - 5-Ply Stainless Steel Pan - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free\", \"asin\": \"B0CPJTDCR2\", \"price\": \"$125.00\", \"quantity\": \"\"},\n{\"title\": \"Made In Cookware - 3-Piece (Includes 8\\\",10\\\",12\\\") Stainless Frying Pan Set - 5 Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible\", \"asin\": \"B0BB5BTN9Y\", \"price\": \"$299.00\", \"quantity\": \"\"},\n{\"title\": \"Flambo Skillet #10 - Naturally Non-Stick 10 Inch Pre-Seasoned Cast Iron Frying Pan - Smooth Nonstick Finish for Grilling, Frying, Sauteing, Searing, Baking - Use on Oven, Stove, Grill, or Campfire\", \"asin\": \"B0DCVJRKZC\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"KITEXPERT Non Stick Frying Pans Set - 3 Piece (8\\\", 10\\\", 12\\\") Beige Titanium Ceramic Pan, Nonstick Skillet Stainless Steel, PFAS, PFOA & PTFE Free, Dishwasher & Oven Safe, All Cooktops Compatible\", \"asin\": \"B0DP3ZSHQN\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Stargazer 10.5-Inch Cast Iron Skillet | Made in USA, Seasoned, Even Heat Distribution, Easy to Clean, Smooth Nonstick Finish for Grilling, Frying, Sauteing, Searing, Baking\", \"asin\": \"B0CB75LML9\", \"price\": \"$135.00\", \"quantity\": \"\"},\n{\"title\": \"Alva Maestro 3 Piece Non Toxic Stainless Steel Pan Set PFAS, PFOA, PTFE Free 5 Ply Stainless Steel Pans for Cooking, Stove to Oven Cookware, Compatible in All Stovetop Oven Safe with Stay Cool Handle\", \"asin\": \"B0F1GGKGF5\", \"price\": \"$365.00\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ4Q\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"The Only Academic Phrasebook You'll Ever Need: 600 Examples of Academic Language\", \"asin\": \"1539527751\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 XL Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ8M\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"The Craft of Research, Fifth Edition (Chicago Guides to Writing, Editing, and Publishing)\", \"asin\": \"0226826678\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"myCartridge SUPRINT 245XL Ink Cartridge PG-245 CL-246 Replacement for Canon Ink 245 and 246 Compatible for Canon 245XL 246XL Combo Pack for Pixma MG2522 TS3122 TS3322 MX490 TR4520 Printer 245 Ink\", \"asin\": \"B08J3NY6QV\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"A Manual for Writers of Research Papers, Theses, and Dissertations, Ninth Edition: Chicago Style for Students and Researchers (Chicago Guides to Writing, Editing, and Publishing)\", \"asin\": \"022643057X\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')\", \"asin\": \"B08L973Z94\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA Black USA IMU-25010TGT 10\\\" Nonstick Bistro Saute Pan, 10 Inch\", \"asin\": \"B07SVBC6NV\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenLife Soft Grip Healthy Ceramic Nonstick 8\\\" Frying Pan, PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Non-Stick Kitchen Essentials, Grey\", \"asin\": \"B0DPR6K2BC\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"CAROTE 8 Inch Non Stick Frying Pans Non Stick Skillet, Egg Pan Omelet Pans, Stone Cookware Chef's Pan PFOA FREE\", \"asin\": \"B0D8LDCBFQ\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 10 left in stock - order soon.\"},\n{\"title\": \"IMUSA 12\\\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black\", \"asin\": \"B0DK41Q2HZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')\", \"asin\": \"B08L973Z94\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Nonstick frying pan skillet, swiss granite coating pan, egg omelette pan, pfoa free, chef pan healthy stone (9.5 inches)\", \"asin\": \"B0DBR2NJ81\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 17 left in stock - order soon.\"},\n{\"title\": \"IKTU Nonstick Frying Pan Skillet, 11\\\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free\", \"asin\": \"B0DN1HGCQW\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Nonstick Bakeware Baking Pan / Nonstick Cake Pan, Rectangle - 9 Inch x 13 Inch, Gray\", \"asin\": \"B00008W70F\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Winco Commercial-Grade Aluminium Fry Pan/Skillet, Natural Finish with Cool Touch Handle, 8\\\"\", \"asin\": \"B001BFZ1N4\", \"price\": \"$14.40\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)\", \"asin\": \"B0DKJCRF91\", \"price\": \"$12.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"Winco AFP-8S Commercial-Grade Aluminium Fry Pan/Skillet, 8\\\", Silver\", \"asin\": \"B0C6W9SB3Q\", \"price\": \"$13.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"8-Inch Pink Nonstick Egg Pan, PFOA-Free Stone Cookware Skillet, Induction Compatible\", \"asin\": \"B095NQVPCN\", \"price\": \"$14.44\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKENMASTER Bakken-Swiss 2-Piece Mini Nonstick Egg Pan & Omelet Pan \\u2013 Egg Pan [5.5''] with Marble Coating Non-Stick, Skillet, Eco-Friendly \\u2013for Eggs Pancakes, for All Stoves - Non Toxic\", \"asin\": \"B0CLCTSXMT\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GoodCook Everyday Nonstick Steel Square Pan, 8\\\", Gray\", \"asin\": \"B0026RHHZ6\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA USA Woodlook 8\\\" Black Stone Fry Pan Handle and Speckled Nonstick Interior, 8\\\"\", \"asin\": \"B07BN2G5Q9\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and More - Non-Stick Marble Coating Skillet Induction Compatible\", \"asin\": \"B0BJJYGH43\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Bakeware Springform Baking Pan, Round Nonstick Cheesecake Pan - 9 Inch, Gray\", \"asin\": \"B00008W70M\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Granitestone Blue Mini Nonstick Egg Pan & Omelet Pan \\u2013 5.5\\u201d Single Serve Egg Nonstick/Skillet, Diamond Infused, Small Frying Designed for Eggs Pancakes, Non Toxic, Dishwasher Safe\", \"asin\": \"B084BNZDXB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenPan Mini Healthy Ceramic Nonstick, 5\\\" Round Egg Pan, PFAS-Free, Dishwasher Safe, Stay Cool Handle, Black\", \"asin\": \"B015Y20MVK\", \"price\": \"$10.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"9.5\\\" Non-stick Cake Pan, Heavy Duty Carbon Steel Fluted Tube Round Baking Pan,Buntz Pound Cake Pan Mold,Tube Bakeware,Baking Mold for Jello,Gelatin,Chocoflan,Flan\", \"asin\": \"B0D9YJFJRP\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Non Stick Crepe Pan with Detachable Handle, 8 Inch Cast Aluminium Dosa Tawa Tortilla Pan, Pancake Pan Induction Compatible - Black\", \"asin\": \"B0CLP5W2MT\", \"price\": \"$11.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GoodCook AirPerfect Nonstick 16\\u201d Pizza Pan \\u2013 Pizza Tray for Oven, Perforated Round Pizza Pan, Carbon Steel Baking Pan, Homemade, Frozen & Leftover Slices\", \"asin\": \"B097FDW796\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family\", \"asin\": \"B0BK36VVR9\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Blue Diamond Mini Egg Frying Pan Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B07VPRSL3D\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"4-Cup Nonstick Omelette Skillet Egg Frying Pan, Healthy Breakfast Pancake Pan for Pancake, Hamburger, Bacon, Easy to Clean, Detachable Bakelite HandleSuitable for Gas Stove & Induction Cookware (1)\", \"asin\": \"B0DKTF4HQG\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"Aluminum alloy Non-Stick Medium Frying Pan with Folding Handle for Outdoor Camping Picnic Hiking\", \"asin\": \"B09932VTXD\", \"price\": \"$13.90\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and More - Non-Stick Marble Coating Skillet Induction Compatible\", \"asin\": \"B0BJJYGH43\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)\", \"asin\": \"B0CNTQ614D\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T08:11:33.088Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-13T08:11:33.088Z
click_product
B07SVBC6NV
rule
train
2,787
2025-04-13T08:11:33.088Z
click_product
B07SVBC6NV
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:01:43.860Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:28.291Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:02:54.239Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:54.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:58.571Z", "action": "input", "action_argument": "bag"} {"timestamp": "2025-04-12T04:03:00.956Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:03:23.008Z", "action": "input", "action_argument": "hefty ultra strong 13 gallon trash bags"} {"timestamp": "2025-04-13T06:34:29.262Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:43.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:50.655Z", "action": "input", "action_argument": "stainless steel pan"} {"timestamp": "2025-04-13T06:34:51.119Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:35:18.020Z", "action": "click_product", "action_argument": "B0DB42KNBC"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-13T08:10:23.124Z", "action": "input", "action_argument": "non stick pan"} {"timestamp": "2025-04-13T08:10:23.335Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T08:10:52.417Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:10:53.588Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:10:55.965Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:11.371Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:16.912Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:21.784Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:23.377Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:26.505Z", "action": "click", "action_argument": "filter"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "non stick pan"}], "promotion_items": [{"title": "Caraway Cast Iron Skillet - 10.5\u201d Enameled Cast Iron Pan With 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Gray", "asin": "B0DJRYJYQ9", "price": "$185.00", "quantity": ""}, {"title": "Caraway Stainless Steel Fry Pan (1.05 qt, 8\") - 5-Ply Stainless Steel Pan - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free", "asin": "B0CPJTDCR2", "price": "$125.00", "quantity": ""}, {"title": "Made In Cookware - 3-Piece (Includes 8\",10\",12\") Stainless Frying Pan Set - 5 Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible", "asin": "B0BB5BTN9Y", "price": "$299.00", "quantity": ""}, {"title": "Flambo Skillet #10 - Naturally Non-Stick 10 Inch Pre-Seasoned Cast Iron Frying Pan - Smooth Nonstick Finish for Grilling, Frying, Sauteing, Searing, Baking - Use on Oven, Stove, Grill, or Campfire", "asin": "B0DCVJRKZC", "price": "$89.99", "quantity": ""}, {"title": "KITEXPERT Non Stick Frying Pans Set - 3 Piece (8\", 10\", 12\") Beige Titanium Ceramic Pan, Nonstick Skillet Stainless Steel, PFAS, PFOA & PTFE Free, Dishwasher & Oven Safe, All Cooktops Compatible", "asin": "B0DP3ZSHQN", "price": "$109.99", "quantity": ""}, {"title": "Stargazer 10.5-Inch Cast Iron Skillet | Made in USA, Seasoned, Even Heat Distribution, Easy to Clean, Smooth Nonstick Finish for Grilling, Frying, Sauteing, Searing, Baking", "asin": "B0CB75LML9", "price": "$135.00", "quantity": ""}, {"title": "Alva Maestro 3 Piece Non Toxic Stainless Steel Pan Set PFAS, PFOA, PTFE Free 5 Ply Stainless Steel Pans for Cooking, Stove to Oven Cookware, Compatible in All Stovetop Oven Safe with Stay Cool Handle", "asin": "B0F1GGKGF5", "price": "$365.00", "quantity": ""}, {"title": "Canon PG-245 Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320", "asin": "B00E58RQ4Q", "price": "$18.99", "quantity": ""}, {"title": "The Only Academic Phrasebook You'll Ever Need: 600 Examples of Academic Language", "asin": "1539527751", "price": "$11.99", "quantity": ""}, {"title": "Canon PG-245 XL Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320", "asin": "B00E58RQ8M", "price": "$29.00", "quantity": ""}, {"title": "The Craft of Research, Fifth Edition (Chicago Guides to Writing, Editing, and Publishing)", "asin": "0226826678", "price": "$16.99", "quantity": ""}, {"title": "myCartridge SUPRINT 245XL Ink Cartridge PG-245 CL-246 Replacement for Canon Ink 245 and 246 Compatible for Canon 245XL 246XL Combo Pack for Pixma MG2522 TS3122 TS3322 MX490 TR4520 Printer 245 Ink", "asin": "B08J3NY6QV", "price": "$29.99", "quantity": ""}, {"title": "A Manual for Writers of Research Papers, Theses, and Dissertations, Ninth Edition: Chicago Style for Students and Researchers (Chicago Guides to Writing, Editing, and Publishing)", "asin": "022643057X", "price": "$15.99", "quantity": ""}], "search_results": [{"title": "Blue Diamond Frying Pan 8\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue", "asin": "B08223PQFX", "price": "$14.98", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "GreenPan Rio Healthy Ceramic Nonstick 7\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black", "asin": "B07Y914BC6", "price": "$14.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')", "asin": "B08L973Z94", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Blue Diamond Frying Pan 8\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue", "asin": "B08223PQFX", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "IMUSA Black USA IMU-25010TGT 10\" Nonstick Bistro Saute Pan, 10 Inch", "asin": "B07SVBC6NV", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GreenLife Soft Grip Healthy Ceramic Nonstick 8\" Frying Pan, PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Non-Stick Kitchen Essentials, Grey", "asin": "B0DPR6K2BC", "price": "$14.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"}, {"title": "CAROTE 8 Inch Non Stick Frying Pans Non Stick Skillet, Egg Pan Omelet Pans, Stone Cookware Chef's Pan PFOA FREE", "asin": "B0D8LDCBFQ", "price": "$9.98", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 10 left in stock - order soon."}, {"title": "IMUSA 12\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black", "asin": "B0DK41Q2HZ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')", "asin": "B08L973Z94", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Nonstick frying pan skillet, swiss granite coating pan, egg omelette pan, pfoa free, chef pan healthy stone (9.5 inches)", "asin": "B0DBR2NJ81", "price": "$12.99", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 17 left in stock - order soon."}, {"title": "IKTU Nonstick Frying Pan Skillet, 11\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free", "asin": "B0DN1HGCQW", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Farberware Nonstick Bakeware Baking Pan / Nonstick Cake Pan, Rectangle - 9 Inch x 13 Inch, Gray", "asin": "B00008W70F", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Winco Commercial-Grade Aluminium Fry Pan/Skillet, Natural Finish with Cool Touch Handle, 8\"", "asin": "B001BFZ1N4", "price": "$14.40", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)", "asin": "B0DKJCRF91", "price": "$12.99", "delivery": " Two-DayFREE delivery Tue, Apr 15 Only 3 left in stock - order soon."}, {"title": "Winco AFP-8S Commercial-Grade Aluminium Fry Pan/Skillet, 8\", Silver", "asin": "B0C6W9SB3Q", "price": "$13.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "8-Inch Pink Nonstick Egg Pan, PFOA-Free Stone Cookware Skillet, Induction Compatible", "asin": "B095NQVPCN", "price": "$14.44", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GreenPan Rio Healthy Ceramic Nonstick 7\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black", "asin": "B07Y914BC6", "price": "$14.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "BAKKENMASTER Bakken-Swiss 2-Piece Mini Nonstick Egg Pan & Omelet Pan \u2013 Egg Pan [5.5''] with Marble Coating Non-Stick, Skillet, Eco-Friendly \u2013for Eggs Pancakes, for All Stoves - Non Toxic", "asin": "B0CLCTSXMT", "price": "$7.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GoodCook Everyday Nonstick Steel Square Pan, 8\", Gray", "asin": "B0026RHHZ6", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "IMUSA USA Woodlook 8\" Black Stone Fry Pan Handle and Speckled Nonstick Interior, 8\"", "asin": "B07BN2G5Q9", "price": "$9.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and More - Non-Stick Marble Coating Skillet Induction Compatible", "asin": "B0BJJYGH43", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Farberware Bakeware Springform Baking Pan, Round Nonstick Cheesecake Pan - 9 Inch, Gray", "asin": "B00008W70M", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Granitestone Blue Mini Nonstick Egg Pan & Omelet Pan \u2013 5.5\u201d Single Serve Egg Nonstick/Skillet, Diamond Infused, Small Frying Designed for Eggs Pancakes, Non Toxic, Dishwasher Safe", "asin": "B084BNZDXB", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GreenPan Mini Healthy Ceramic Nonstick, 5\" Round Egg Pan, PFAS-Free, Dishwasher Safe, Stay Cool Handle, Black", "asin": "B015Y20MVK", "price": "$10.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "9.5\" Non-stick Cake Pan, Heavy Duty Carbon Steel Fluted Tube Round Baking Pan,Buntz Pound Cake Pan Mold,Tube Bakeware,Baking Mold for Jello,Gelatin,Chocoflan,Flan", "asin": "B0D9YJFJRP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Non Stick Crepe Pan with Detachable Handle, 8 Inch Cast Aluminium Dosa Tawa Tortilla Pan, Pancake Pan Induction Compatible - Black", "asin": "B0CLP5W2MT", "price": "$11.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GoodCook AirPerfect Nonstick 16\u201d Pizza Pan \u2013 Pizza Tray for Oven, Perforated Round Pizza Pan, Carbon Steel Baking Pan, Homemade, Frozen & Leftover Slices", "asin": "B097FDW796", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family", "asin": "B0BK36VVR9", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Blue Diamond Mini Egg Frying Pan Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue", "asin": "B07VPRSL3D", "price": "$9.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"}, {"title": "4-Cup Nonstick Omelette Skillet Egg Frying Pan, Healthy Breakfast Pancake Pan for Pancake, Hamburger, Bacon, Easy to Clean, Detachable Bakelite HandleSuitable for Gas Stove & Induction Cookware (1)", "asin": "B0DKTF4HQG", "price": "$14.99", "delivery": "FREE delivery Apr 16 - 18"}, {"title": "Aluminum alloy Non-Stick Medium Frying Pan with Folding Handle for Outdoor Camping Picnic Hiking", "asin": "B09932VTXD", "price": "$13.90", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and More - Non-Stick Marble Coating Skillet Induction Compatible", "asin": "B0BJJYGH43", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)", "asin": "B0CNTQ614D", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-13T08:11:33.088Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-13T08:11:33.088Z\",\"action\": \"click_product\",\"acion_argument\": \"B07SVBC6NV\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-13T08:11:33.088Z\",\"action\": \"click_product\",\"acion_argument\": \"B07SVBC6NV\",}</answer>", "index": 2787, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n{\"timestamp\": \"2025-04-13T08:10:23.335Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T08:10:52.417Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:53.588Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:55.965Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:11.371Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:16.912Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:21.784Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:23.377Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:26.505Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"non stick pan\"}],\n\"promotion_items\": [{\"title\": \"Caraway Cast Iron Skillet - 10.5\\u201d Enameled Cast Iron Pan With 3 Layer Enamel Coating - No Seasoning Required - Compatible With All Stovetops - Free From Forever Chemicals - Gray\", \"asin\": \"B0DJRYJYQ9\", \"price\": \"$185.00\", \"quantity\": \"\"},\n{\"title\": \"Caraway Stainless Steel Fry Pan (1.05 qt, 8\\\") - 5-Ply Stainless Steel Pan - Oven Safe & Stovetop Agnostic - Non Toxic, PTFE & PFOA Free\", \"asin\": \"B0CPJTDCR2\", \"price\": \"$125.00\", \"quantity\": \"\"},\n{\"title\": \"Made In Cookware - 3-Piece (Includes 8\\\",10\\\",12\\\") Stainless Frying Pan Set - 5 Ply Stainless Clad - Professional Cookware - Crafted in Italy - Induction Compatible\", \"asin\": \"B0BB5BTN9Y\", \"price\": \"$299.00\", \"quantity\": \"\"},\n{\"title\": \"Flambo Skillet #10 - Naturally Non-Stick 10 Inch Pre-Seasoned Cast Iron Frying Pan - Smooth Nonstick Finish for Grilling, Frying, Sauteing, Searing, Baking - Use on Oven, Stove, Grill, or Campfire\", \"asin\": \"B0DCVJRKZC\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"KITEXPERT Non Stick Frying Pans Set - 3 Piece (8\\\", 10\\\", 12\\\") Beige Titanium Ceramic Pan, Nonstick Skillet Stainless Steel, PFAS, PFOA & PTFE Free, Dishwasher & Oven Safe, All Cooktops Compatible\", \"asin\": \"B0DP3ZSHQN\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Stargazer 10.5-Inch Cast Iron Skillet | Made in USA, Seasoned, Even Heat Distribution, Easy to Clean, Smooth Nonstick Finish for Grilling, Frying, Sauteing, Searing, Baking\", \"asin\": \"B0CB75LML9\", \"price\": \"$135.00\", \"quantity\": \"\"},\n{\"title\": \"Alva Maestro 3 Piece Non Toxic Stainless Steel Pan Set PFAS, PFOA, PTFE Free 5 Ply Stainless Steel Pans for Cooking, Stove to Oven Cookware, Compatible in All Stovetop Oven Safe with Stay Cool Handle\", \"asin\": \"B0F1GGKGF5\", \"price\": \"$365.00\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ4Q\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"The Only Academic Phrasebook You'll Ever Need: 600 Examples of Academic Language\", \"asin\": \"1539527751\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Canon PG-245 XL Genuine Black Ink Cartridge, Compatible with iP2820, MG2420/2924/2920/3020/2522/2525, MX492, TS3120/302/302a/202/202a/4520/3320\", \"asin\": \"B00E58RQ8M\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"The Craft of Research, Fifth Edition (Chicago Guides to Writing, Editing, and Publishing)\", \"asin\": \"0226826678\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"myCartridge SUPRINT 245XL Ink Cartridge PG-245 CL-246 Replacement for Canon Ink 245 and 246 Compatible for Canon 245XL 246XL Combo Pack for Pixma MG2522 TS3122 TS3322 MX490 TR4520 Printer 245 Ink\", \"asin\": \"B08J3NY6QV\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"A Manual for Writers of Research Papers, Theses, and Dissertations, Ninth Edition: Chicago Style for Students and Researchers (Chicago Guides to Writing, Editing, and Publishing)\", \"asin\": \"022643057X\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')\", \"asin\": \"B08L973Z94\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA Black USA IMU-25010TGT 10\\\" Nonstick Bistro Saute Pan, 10 Inch\", \"asin\": \"B07SVBC6NV\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenLife Soft Grip Healthy Ceramic Nonstick 8\\\" Frying Pan, PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Non-Stick Kitchen Essentials, Grey\", \"asin\": \"B0DPR6K2BC\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"CAROTE 8 Inch Non Stick Frying Pans Non Stick Skillet, Egg Pan Omelet Pans, Stone Cookware Chef's Pan PFOA FREE\", \"asin\": \"B0D8LDCBFQ\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 10 left in stock - order soon.\"},\n{\"title\": \"IMUSA 12\\\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black\", \"asin\": \"B0DK41Q2HZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')\", \"asin\": \"B08L973Z94\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Nonstick frying pan skillet, swiss granite coating pan, egg omelette pan, pfoa free, chef pan healthy stone (9.5 inches)\", \"asin\": \"B0DBR2NJ81\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 17 left in stock - order soon.\"},\n{\"title\": \"IKTU Nonstick Frying Pan Skillet, 11\\\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free\", \"asin\": \"B0DN1HGCQW\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Nonstick Bakeware Baking Pan / Nonstick Cake Pan, Rectangle - 9 Inch x 13 Inch, Gray\", \"asin\": \"B00008W70F\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Winco Commercial-Grade Aluminium Fry Pan/Skillet, Natural Finish with Cool Touch Handle, 8\\\"\", \"asin\": \"B001BFZ1N4\", \"price\": \"$14.40\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)\", \"asin\": \"B0DKJCRF91\", \"price\": \"$12.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"Winco AFP-8S Commercial-Grade Aluminium Fry Pan/Skillet, 8\\\", Silver\", \"asin\": \"B0C6W9SB3Q\", \"price\": \"$13.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"8-Inch Pink Nonstick Egg Pan, PFOA-Free Stone Cookware Skillet, Induction Compatible\", \"asin\": \"B095NQVPCN\", \"price\": \"$14.44\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKENMASTER Bakken-Swiss 2-Piece Mini Nonstick Egg Pan & Omelet Pan \\u2013 Egg Pan [5.5''] with Marble Coating Non-Stick, Skillet, Eco-Friendly \\u2013for Eggs Pancakes, for All Stoves - Non Toxic\", \"asin\": \"B0CLCTSXMT\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GoodCook Everyday Nonstick Steel Square Pan, 8\\\", Gray\", \"asin\": \"B0026RHHZ6\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA USA Woodlook 8\\\" Black Stone Fry Pan Handle and Speckled Nonstick Interior, 8\\\"\", \"asin\": \"B07BN2G5Q9\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and More - Non-Stick Marble Coating Skillet Induction Compatible\", \"asin\": \"B0BJJYGH43\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Bakeware Springform Baking Pan, Round Nonstick Cheesecake Pan - 9 Inch, Gray\", \"asin\": \"B00008W70M\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Granitestone Blue Mini Nonstick Egg Pan & Omelet Pan \\u2013 5.5\\u201d Single Serve Egg Nonstick/Skillet, Diamond Infused, Small Frying Designed for Eggs Pancakes, Non Toxic, Dishwasher Safe\", \"asin\": \"B084BNZDXB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenPan Mini Healthy Ceramic Nonstick, 5\\\" Round Egg Pan, PFAS-Free, Dishwasher Safe, Stay Cool Handle, Black\", \"asin\": \"B015Y20MVK\", \"price\": \"$10.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"9.5\\\" Non-stick Cake Pan, Heavy Duty Carbon Steel Fluted Tube Round Baking Pan,Buntz Pound Cake Pan Mold,Tube Bakeware,Baking Mold for Jello,Gelatin,Chocoflan,Flan\", \"asin\": \"B0D9YJFJRP\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Non Stick Crepe Pan with Detachable Handle, 8 Inch Cast Aluminium Dosa Tawa Tortilla Pan, Pancake Pan Induction Compatible - Black\", \"asin\": \"B0CLP5W2MT\", \"price\": \"$11.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GoodCook AirPerfect Nonstick 16\\u201d Pizza Pan \\u2013 Pizza Tray for Oven, Perforated Round Pizza Pan, Carbon Steel Baking Pan, Homemade, Frozen & Leftover Slices\", \"asin\": \"B097FDW796\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family\", \"asin\": \"B0BK36VVR9\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Blue Diamond Mini Egg Frying Pan Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B07VPRSL3D\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"4-Cup Nonstick Omelette Skillet Egg Frying Pan, Healthy Breakfast Pancake Pan for Pancake, Hamburger, Bacon, Easy to Clean, Detachable Bakelite HandleSuitable for Gas Stove & Induction Cookware (1)\", \"asin\": \"B0DKTF4HQG\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"Aluminum alloy Non-Stick Medium Frying Pan with Folding Handle for Outdoor Camping Picnic Hiking\", \"asin\": \"B09932VTXD\", \"price\": \"$13.90\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and More - Non-Stick Marble Coating Skillet Induction Compatible\", \"asin\": \"B0BJJYGH43\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)\", \"asin\": \"B0CNTQ614D\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T08:11:33.088Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n{\"timestamp\": \"2025-04-13T08:10:23.335Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T08:10:52.417Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:53.588Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:55.965Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:11.371Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:16.912Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:21.784Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:23.377Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:26.505Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:33.088Z\", \"action\": \"click_product\", \"action_argument\": \"B07SVBC6NV\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"non stick pan\"}],\n\"product_details\": [{\"asin\": \"B07SVBC6NV\"},\n{\"title\": \"IMUSA Black USA IMU-25010TGT 10\\\" Nonstick Bistro Saute Pan, 10 Inch\"},\n{\"price\": \"$9.99\"},\n{\"bullet_list\": \"COOKING SURFACE: Measuring 10 inches in diameter this aluminum fry pan provides even heat distribution for consistent cooking, making it perfect for pan frying, stir frying, and saut\\u00e9ing various ingredients CONVENIENT COMBINATION: Crafted from durable aluminum with a sleek black nonstick coating, this skillet provides a stylish look while providing effortless cleanup and a nonstick surface for easy food release VERSATILE FEATURES: Featuring a cool touch handle for comfortable operation, this fry pan combines functionality with safety, and its nonstick coating allows for easy maintenance and reduces the need for excessive oilResistant Exterior COOKING ESSENTIAL: Ideal for pan frying, stir frying, and saut\\u00e9ing meat, fish, eggs, and more, this versatile skillet is perfect for a variety of cooking techniques and everyday meal preparations FOR EVERYDAY USE: Great for home cooks who enjoy versatile cookware, this 10 inch fry pan is perfect for daily use, making it an excellent piece for anyone who values efficient and stylish kitchen tools\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Nonstick\"},\n{\"Size\": \"10 Inch\"}],\n\"promotion_items\": [{\"title\": \"DELARLO Tri-Ply Stainless Steel 12inch Frying Pan, All Cooktops Compatible Up to 600\\u2109, Oven Safe Induction Skillet, 12.5 inch Non toxic Cooking Surface, Fast & Even Heat, Durable Cookware\", \"asin\": \"B09PBBDYM3\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"GreenLife Arte 5.1QT 12\\u201d Wok, Healthy Ceramic Nonstick, Induction Suitable, Non Toxic PFAS & PFOA-Free, All in One Multi-Purpose Cooking, Fry, Boil, Stay Cool Handles, Dishwasher Safe, Blue Haze\", \"asin\": \"B0DB8JPBZ2\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"Calphalon\\u00ae Hard-Anodized Nonstick 10-Piece Cookware Set\", \"asin\": \"B0D9HX5Y1X\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green\", \"asin\": \"B0DVK7YZK1\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Granitestone 8 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Hard Anodized Pan for Cooking Eggs, Omelette, Nonstick Skillet, Non Stick Induction Pans, Oven and Dishwasher Safe, Black\", \"asin\": \"B0DVJF45NR\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Ceramic Frying Pan with Lid 8/9.5/11/12.5 Inch Omelet Pan Skillet, PFAS/PTFE/PFOA Free Healthy Non-toxic Chef's Pan Induction Compatible Egg Pan with Heat Resistant Handle\", \"asin\": \"B0CXDPGNP9\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Winco Commercial-Grade Aluminium Fry Pan/Skillet, Non-Stick Finish with Cool Touch Handle, 8\\\"\", \"asin\": \"B0C6W91MCN\", \"price\": \"$20.08\", \"quantity\": \"\"},\n{\"title\": \"Granitestone 8 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Hard Anodized Pan for Cooking Eggs, Omelette, Nonstick Skillet, Non Stick Induction Pans, Oven and Dishwasher Safe, Black\", \"asin\": \"B0DVJF45NR\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Ceramic Frying Pan with Lid 8/9.5/11/12.5 Inch Omelet Pan Skillet, PFAS/PTFE/PFOA Free Healthy Non-toxic Chef's Pan Induction Compatible Egg Pan with Heat Resistant Handle\", \"asin\": \"B0CXDPGNP9\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (8 Inch)\", \"asin\": \"B08C9HZ22M\", \"price\": \"$19.79\", \"quantity\": \"\"},\n{\"title\": \"Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green\", \"asin\": \"B0DVK7YZK1\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Vinchef Nonstick Frying Pan Anti Scratch,9.5 Inch Skillet Cast Aluminum Cookware, Induction Compatible\", \"asin\": \"B0C9Z11HN6\", \"price\": \"$17.04\", \"quantity\": \"\"},\n{\"title\": \"Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and...\", \"asin\": \"B0BJJYGH43\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet with Lid, Omelet Pan with Cover, Healthy Egg Pan Chef's Pan, Kitchen Cooking Pan, PFOA Free (8inch + Glass Lid)\", \"asin\": \"B093KTMHJ6\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"PekGema Nonstick Frying Pan 10 Inch, Non Stick Skillet Omelette Pan, Induction Skillet, Compatible with All Stovetops, PFOA PFAS Free, Matte Black\", \"asin\": \"B0DBL6Q4C7\", \"price\": \"$23.85\", \"quantity\": \"\"},\n{\"title\": \"T-Fal Preserve Ceramic, Ceramic Non Stick Fry Pan Set 2 Piece, 8.5 & 11-Inch, Oven Broiler Safe 350F, Perfect For Frying, Saut\\u00e9ing, & Searing w/Little To No Oil, Kitchen & Dining, Frying Pans, Blue\", \"asin\": \"B0DJG3V8PX\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Saucepan with Lid, 2.0 Quarts Small Pot with Swiss Granite Coating, Stay-cool Handle, Multipurpose Handy Sauce Pot Small Kitchen Cooking Pot, Induction Comptable, PFOA Free\", \"asin\": \"B09KGZZYWG\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green\", \"asin\": \"B0DVK7YZK1\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Granitestone 8 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Hard Anodized Pan for Cooking Eggs, Omelette, Nonstick Skillet, Non Stick Induction Pans, Oven and Dishwasher Safe, Black\", \"asin\": \"B0DVJF45NR\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Winco Commercial-Grade Aluminium Fry Pan/Skillet, Non-Stick Finish with Cool Touch Handle, 8\\\"\", \"asin\": \"B0C6W91MCN\", \"price\": \"$20.08\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Imusa\\u00a0IMUSA Black USA IMU-25010TGT 10\\\" Nonstick Bistro Saute Pan, 10 Inch\", \"asin\": \"B07SVBC6NV\", \"price\": \"$9.99\"},\n{\"title\": \"PekGema\\u00a0Nonstick Frying Pan 10 Inch, Non Stick Skillet Omelette Pan, Induction Skillet, Compatible with All Stovetops, PFOA PFAS Free, Matte Black\", \"asin\": \"B0DBL6Q4C7\", \"price\": \"$23.85\"},\n{\"title\": \"Farberware\\u00a0Cookstart DiamondMax Nonstick Frying Pan/Skillet, Dishwasher Safe, 12 Inch - Aqua\", \"asin\": \"B0BJ7LM9LR\", \"price\": \"$19.99\"},\n{\"title\": \"KOCH SYSTEME CS\\u00a0Stainless Steel Pan 10 Inch, Non-toxic Stainless Steel Frying Pan with Nonstick Coating for Professional Cooking, Steel Skillet, 10 Inch Fry Pan, Induction Compatible, Oven Safe\", \"asin\": \"B0CJJW3S1C\", \"price\": \"$29.99\"},\n{\"title\": \"CAROTE\\u00a08 Inch Non Stick Frying Pans Non Stick Skillet, Egg Pan Omelet Pans, Stone Cookware Chef's Pan PFOA FREE\", \"asin\": \"B0D8LDCBFQ\", \"price\": \"$9.98\"},\n{\"title\": \"Alpine Cuisine\\u00a010 Inch Nonstick Saute Fry Pan Gray with Ergonomic Handle & Aluminum Cooking Pan, Ideal for Family, Durable & Evenly Heated\", \"asin\": \"B0BLT9P2PG\", \"price\": \"$21.99\"}]\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\": \"2025-04-13T08:12:14.111Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-13T08:12:14.111Z
click
other
rule
train
2,788
2025-04-13T08:12:14.111Z
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": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:01:43.860Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:28.291Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:02:54.239Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:54.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:58.571Z", "action": "input", "action_argument": "bag"} {"timestamp": "2025-04-12T04:03:00.956Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:03:23.008Z", "action": "input", "action_argument": "hefty ultra strong 13 gallon trash bags"} {"timestamp": "2025-04-13T06:34:29.262Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:43.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:50.655Z", "action": "input", "action_argument": "stainless steel pan"} {"timestamp": "2025-04-13T06:34:51.119Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:35:18.020Z", "action": "click_product", "action_argument": "B0DB42KNBC"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-13T08:10:23.124Z", "action": "input", "action_argument": "non stick pan"} {"timestamp": "2025-04-13T08:10:23.335Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T08:10:52.417Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:10:53.588Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:10:55.965Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:11.371Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:16.912Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:21.784Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:23.377Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:26.505Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:33.088Z", "action": "click_product", "action_argument": "B07SVBC6NV"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "non stick pan"}], "product_details": [{"asin": "B07SVBC6NV"}, {"title": "IMUSA Black USA IMU-25010TGT 10\" Nonstick Bistro Saute Pan, 10 Inch"}, {"price": "$9.99"}, {"bullet_list": "COOKING SURFACE: Measuring 10 inches in diameter this aluminum fry pan provides even heat distribution for consistent cooking, making it perfect for pan frying, stir frying, and saut\u00e9ing various ingredients CONVENIENT COMBINATION: Crafted from durable aluminum with a sleek black nonstick coating, this skillet provides a stylish look while providing effortless cleanup and a nonstick surface for easy food release VERSATILE FEATURES: Featuring a cool touch handle for comfortable operation, this fry pan combines functionality with safety, and its nonstick coating allows for easy maintenance and reduces the need for excessive oilResistant Exterior COOKING ESSENTIAL: Ideal for pan frying, stir frying, and saut\u00e9ing meat, fish, eggs, and more, this versatile skillet is perfect for a variety of cooking techniques and everyday meal preparations FOR EVERYDAY USE: Great for home cooks who enjoy versatile cookware, this 10 inch fry pan is perfect for daily use, making it an excellent piece for anyone who values efficient and stylish kitchen tools"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Style": "Nonstick"}, {"Size": "10 Inch"}], "promotion_items": [{"title": "DELARLO Tri-Ply Stainless Steel 12inch Frying Pan, All Cooktops Compatible Up to 600\u2109, Oven Safe Induction Skillet, 12.5 inch Non toxic Cooking Surface, Fast & Even Heat, Durable Cookware", "asin": "B09PBBDYM3", "price": "$28.99", "quantity": ""}, {"title": "GreenLife Arte 5.1QT 12\u201d Wok, Healthy Ceramic Nonstick, Induction Suitable, Non Toxic PFAS & PFOA-Free, All in One Multi-Purpose Cooking, Fry, Boil, Stay Cool Handles, Dishwasher Safe, Blue Haze", "asin": "B0DB8JPBZ2", "price": "$29.00", "quantity": ""}, {"title": "Calphalon\u00ae Hard-Anodized Nonstick 10-Piece Cookware Set", "asin": "B0D9HX5Y1X", "price": "$149.99", "quantity": ""}, {"title": "Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green", "asin": "B0DVK7YZK1", "price": "$19.98", "quantity": ""}, {"title": "Granitestone 8 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Hard Anodized Pan for Cooking Eggs, Omelette, Nonstick Skillet, Non Stick Induction Pans, Oven and Dishwasher Safe, Black", "asin": "B0DVJF45NR", "price": "$19.98", "quantity": ""}, {"title": "GreenPan Rio Healthy Ceramic Nonstick 7\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black", "asin": "B07Y914BC6", "price": "$14.95", "quantity": ""}, {"title": "SENSARTE Nonstick Ceramic Frying Pan with Lid 8/9.5/11/12.5 Inch Omelet Pan Skillet, PFAS/PTFE/PFOA Free Healthy Non-toxic Chef's Pan Induction Compatible Egg Pan with Heat Resistant Handle", "asin": "B0CXDPGNP9", "price": "$23.99", "quantity": ""}, {"title": "Winco Commercial-Grade Aluminium Fry Pan/Skillet, Non-Stick Finish with Cool Touch Handle, 8\"", "asin": "B0C6W91MCN", "price": "$20.08", "quantity": ""}, {"title": "Granitestone 8 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Hard Anodized Pan for Cooking Eggs, Omelette, Nonstick Skillet, Non Stick Induction Pans, Oven and Dishwasher Safe, Black", "asin": "B0DVJF45NR", "price": "$19.98", "quantity": ""}, {"title": "SENSARTE Nonstick Ceramic Frying Pan with Lid 8/9.5/11/12.5 Inch Omelet Pan Skillet, PFAS/PTFE/PFOA Free Healthy Non-toxic Chef's Pan Induction Compatible Egg Pan with Heat Resistant Handle", "asin": "B0CXDPGNP9", "price": "$23.99", "quantity": ""}, {"title": "SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (8 Inch)", "asin": "B08C9HZ22M", "price": "$19.79", "quantity": ""}, {"title": "Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green", "asin": "B0DVK7YZK1", "price": "$19.98", "quantity": ""}, {"title": "Vinchef Nonstick Frying Pan Anti Scratch,9.5 Inch Skillet Cast Aluminum Cookware, Induction Compatible", "asin": "B0C9Z11HN6", "price": "$17.04", "quantity": ""}, {"title": "Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and...", "asin": "B0BJJYGH43", "price": "$14.99", "quantity": ""}, {"title": "SENSARTE Nonstick Frying Pan Skillet with Lid, Omelet Pan with Cover, Healthy Egg Pan Chef's Pan, Kitchen Cooking Pan, PFOA Free (8inch + Glass Lid)", "asin": "B093KTMHJ6", "price": "$23.99", "quantity": ""}, {"title": "PekGema Nonstick Frying Pan 10 Inch, Non Stick Skillet Omelette Pan, Induction Skillet, Compatible with All Stovetops, PFOA PFAS Free, Matte Black", "asin": "B0DBL6Q4C7", "price": "$23.85", "quantity": ""}, {"title": "T-Fal Preserve Ceramic, Ceramic Non Stick Fry Pan Set 2 Piece, 8.5 & 11-Inch, Oven Broiler Safe 350F, Perfect For Frying, Saut\u00e9ing, & Searing w/Little To No Oil, Kitchen & Dining, Frying Pans, Blue", "asin": "B0DJG3V8PX", "price": "$44.99", "quantity": ""}, {"title": "SENSARTE Nonstick Saucepan with Lid, 2.0 Quarts Small Pot with Swiss Granite Coating, Stay-cool Handle, Multipurpose Handy Sauce Pot Small Kitchen Cooking Pot, Induction Comptable, PFOA Free", "asin": "B09KGZZYWG", "price": "$23.99", "quantity": ""}, {"title": "Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green", "asin": "B0DVK7YZK1", "price": "$19.98", "quantity": ""}, {"title": "Granitestone 8 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Hard Anodized Pan for Cooking Eggs, Omelette, Nonstick Skillet, Non Stick Induction Pans, Oven and Dishwasher Safe, Black", "asin": "B0DVJF45NR", "price": "$19.98", "quantity": ""}, {"title": "Winco Commercial-Grade Aluminium Fry Pan/Skillet, Non-Stick Finish with Cool Touch Handle, 8\"", "asin": "B0C6W91MCN", "price": "$20.08", "quantity": ""}], "comparison_items": [{"title": "Imusa\u00a0IMUSA Black USA IMU-25010TGT 10\" Nonstick Bistro Saute Pan, 10 Inch", "asin": "B07SVBC6NV", "price": "$9.99"}, {"title": "PekGema\u00a0Nonstick Frying Pan 10 Inch, Non Stick Skillet Omelette Pan, Induction Skillet, Compatible with All Stovetops, PFOA PFAS Free, Matte Black", "asin": "B0DBL6Q4C7", "price": "$23.85"}, {"title": "Farberware\u00a0Cookstart DiamondMax Nonstick Frying Pan/Skillet, Dishwasher Safe, 12 Inch - Aqua", "asin": "B0BJ7LM9LR", "price": "$19.99"}, {"title": "KOCH SYSTEME CS\u00a0Stainless Steel Pan 10 Inch, Non-toxic Stainless Steel Frying Pan with Nonstick Coating for Professional Cooking, Steel Skillet, 10 Inch Fry Pan, Induction Compatible, Oven Safe", "asin": "B0CJJW3S1C", "price": "$29.99"}, {"title": "CAROTE\u00a08 Inch Non Stick Frying Pans Non Stick Skillet, Egg Pan Omelet Pans, Stone Cookware Chef's Pan PFOA FREE", "asin": "B0D8LDCBFQ", "price": "$9.98"}, {"title": "Alpine Cuisine\u00a010 Inch Nonstick Saute Fry Pan Gray with Ergonomic Handle & Aluminum Cooking Pan, Ideal for Family, Durable & Evenly Heated", "asin": "B0BLT9P2PG", "price": "$21.99"}] <|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": "2025-04-13T08:12:14.111Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-13T08:12:14.111Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-13T08:12:14.111Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>", "index": 2788, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n{\"timestamp\": \"2025-04-13T08:10:23.335Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T08:10:52.417Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:53.588Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:55.965Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:11.371Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:16.912Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:21.784Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:23.377Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:26.505Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:33.088Z\", \"action\": \"click_product\", \"action_argument\": \"B07SVBC6NV\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"non stick pan\"}],\n\"product_details\": [{\"asin\": \"B07SVBC6NV\"},\n{\"title\": \"IMUSA Black USA IMU-25010TGT 10\\\" Nonstick Bistro Saute Pan, 10 Inch\"},\n{\"price\": \"$9.99\"},\n{\"bullet_list\": \"COOKING SURFACE: Measuring 10 inches in diameter this aluminum fry pan provides even heat distribution for consistent cooking, making it perfect for pan frying, stir frying, and saut\\u00e9ing various ingredients CONVENIENT COMBINATION: Crafted from durable aluminum with a sleek black nonstick coating, this skillet provides a stylish look while providing effortless cleanup and a nonstick surface for easy food release VERSATILE FEATURES: Featuring a cool touch handle for comfortable operation, this fry pan combines functionality with safety, and its nonstick coating allows for easy maintenance and reduces the need for excessive oilResistant Exterior COOKING ESSENTIAL: Ideal for pan frying, stir frying, and saut\\u00e9ing meat, fish, eggs, and more, this versatile skillet is perfect for a variety of cooking techniques and everyday meal preparations FOR EVERYDAY USE: Great for home cooks who enjoy versatile cookware, this 10 inch fry pan is perfect for daily use, making it an excellent piece for anyone who values efficient and stylish kitchen tools\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Nonstick\"},\n{\"Size\": \"10 Inch\"}],\n\"promotion_items\": [{\"title\": \"DELARLO Tri-Ply Stainless Steel 12inch Frying Pan, All Cooktops Compatible Up to 600\\u2109, Oven Safe Induction Skillet, 12.5 inch Non toxic Cooking Surface, Fast & Even Heat, Durable Cookware\", \"asin\": \"B09PBBDYM3\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"GreenLife Arte 5.1QT 12\\u201d Wok, Healthy Ceramic Nonstick, Induction Suitable, Non Toxic PFAS & PFOA-Free, All in One Multi-Purpose Cooking, Fry, Boil, Stay Cool Handles, Dishwasher Safe, Blue Haze\", \"asin\": \"B0DB8JPBZ2\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"Calphalon\\u00ae Hard-Anodized Nonstick 10-Piece Cookware Set\", \"asin\": \"B0D9HX5Y1X\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green\", \"asin\": \"B0DVK7YZK1\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Granitestone 8 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Hard Anodized Pan for Cooking Eggs, Omelette, Nonstick Skillet, Non Stick Induction Pans, Oven and Dishwasher Safe, Black\", \"asin\": \"B0DVJF45NR\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Ceramic Frying Pan with Lid 8/9.5/11/12.5 Inch Omelet Pan Skillet, PFAS/PTFE/PFOA Free Healthy Non-toxic Chef's Pan Induction Compatible Egg Pan with Heat Resistant Handle\", \"asin\": \"B0CXDPGNP9\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Winco Commercial-Grade Aluminium Fry Pan/Skillet, Non-Stick Finish with Cool Touch Handle, 8\\\"\", \"asin\": \"B0C6W91MCN\", \"price\": \"$20.08\", \"quantity\": \"\"},\n{\"title\": \"Granitestone 8 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Hard Anodized Pan for Cooking Eggs, Omelette, Nonstick Skillet, Non Stick Induction Pans, Oven and Dishwasher Safe, Black\", \"asin\": \"B0DVJF45NR\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Ceramic Frying Pan with Lid 8/9.5/11/12.5 Inch Omelet Pan Skillet, PFAS/PTFE/PFOA Free Healthy Non-toxic Chef's Pan Induction Compatible Egg Pan with Heat Resistant Handle\", \"asin\": \"B0CXDPGNP9\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (8 Inch)\", \"asin\": \"B08C9HZ22M\", \"price\": \"$19.79\", \"quantity\": \"\"},\n{\"title\": \"Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green\", \"asin\": \"B0DVK7YZK1\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Vinchef Nonstick Frying Pan Anti Scratch,9.5 Inch Skillet Cast Aluminum Cookware, Induction Compatible\", \"asin\": \"B0C9Z11HN6\", \"price\": \"$17.04\", \"quantity\": \"\"},\n{\"title\": \"Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and...\", \"asin\": \"B0BJJYGH43\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet with Lid, Omelet Pan with Cover, Healthy Egg Pan Chef's Pan, Kitchen Cooking Pan, PFOA Free (8inch + Glass Lid)\", \"asin\": \"B093KTMHJ6\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"PekGema Nonstick Frying Pan 10 Inch, Non Stick Skillet Omelette Pan, Induction Skillet, Compatible with All Stovetops, PFOA PFAS Free, Matte Black\", \"asin\": \"B0DBL6Q4C7\", \"price\": \"$23.85\", \"quantity\": \"\"},\n{\"title\": \"T-Fal Preserve Ceramic, Ceramic Non Stick Fry Pan Set 2 Piece, 8.5 & 11-Inch, Oven Broiler Safe 350F, Perfect For Frying, Saut\\u00e9ing, & Searing w/Little To No Oil, Kitchen & Dining, Frying Pans, Blue\", \"asin\": \"B0DJG3V8PX\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Saucepan with Lid, 2.0 Quarts Small Pot with Swiss Granite Coating, Stay-cool Handle, Multipurpose Handy Sauce Pot Small Kitchen Cooking Pot, Induction Comptable, PFOA Free\", \"asin\": \"B09KGZZYWG\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green\", \"asin\": \"B0DVK7YZK1\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Granitestone 8 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Hard Anodized Pan for Cooking Eggs, Omelette, Nonstick Skillet, Non Stick Induction Pans, Oven and Dishwasher Safe, Black\", \"asin\": \"B0DVJF45NR\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Winco Commercial-Grade Aluminium Fry Pan/Skillet, Non-Stick Finish with Cool Touch Handle, 8\\\"\", \"asin\": \"B0C6W91MCN\", \"price\": \"$20.08\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Imusa\\u00a0IMUSA Black USA IMU-25010TGT 10\\\" Nonstick Bistro Saute Pan, 10 Inch\", \"asin\": \"B07SVBC6NV\", \"price\": \"$9.99\"},\n{\"title\": \"PekGema\\u00a0Nonstick Frying Pan 10 Inch, Non Stick Skillet Omelette Pan, Induction Skillet, Compatible with All Stovetops, PFOA PFAS Free, Matte Black\", \"asin\": \"B0DBL6Q4C7\", \"price\": \"$23.85\"},\n{\"title\": \"Farberware\\u00a0Cookstart DiamondMax Nonstick Frying Pan/Skillet, Dishwasher Safe, 12 Inch - Aqua\", \"asin\": \"B0BJ7LM9LR\", \"price\": \"$19.99\"},\n{\"title\": \"KOCH SYSTEME CS\\u00a0Stainless Steel Pan 10 Inch, Non-toxic Stainless Steel Frying Pan with Nonstick Coating for Professional Cooking, Steel Skillet, 10 Inch Fry Pan, Induction Compatible, Oven Safe\", \"asin\": \"B0CJJW3S1C\", \"price\": \"$29.99\"},\n{\"title\": \"CAROTE\\u00a08 Inch Non Stick Frying Pans Non Stick Skillet, Egg Pan Omelet Pans, Stone Cookware Chef's Pan PFOA FREE\", \"asin\": \"B0D8LDCBFQ\", \"price\": \"$9.98\"},\n{\"title\": \"Alpine Cuisine\\u00a010 Inch Nonstick Saute Fry Pan Gray with Ergonomic Handle & Aluminum Cooking Pan, Ideal for Family, Durable & Evenly Heated\", \"asin\": \"B0BLT9P2PG\", \"price\": \"$21.99\"}]\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\": \"2025-04-13T08:12:14.111Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n{\"timestamp\": \"2025-04-13T08:10:23.335Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T08:10:52.417Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:53.588Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:55.965Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:11.371Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:16.912Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:21.784Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:23.377Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:26.505Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:33.088Z\", \"action\": \"click_product\", \"action_argument\": \"B07SVBC6NV\"}\n{\"timestamp\": \"2025-04-13T08:12:14.111Z\", \"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\": \"non stick pan\"}],\n\"search_results\": [{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')\", \"asin\": \"B08L973Z94\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"IMUSA Black USA IMU-25010TGT 10\\\" Nonstick Bistro Saute Pan, 10 Inch\", \"asin\": \"B07SVBC6NV\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenLife Soft Grip Healthy Ceramic Nonstick 8\\\" Frying Pan, PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Non-Stick Kitchen Essentials, Grey\", \"asin\": \"B0DPR6K2BC\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"CAROTE 8 Inch Non Stick Frying Pans Non Stick Skillet, Egg Pan Omelet Pans, Stone Cookware Chef's Pan PFOA FREE\", \"asin\": \"B0D8LDCBFQ\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 10 left in stock - order soon.\"},\n{\"title\": \"IMUSA 12\\\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black\", \"asin\": \"B0DK41Q2HZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')\", \"asin\": \"B08L973Z94\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IKTU Nonstick Frying Pan Skillet, 11\\\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free\", \"asin\": \"B0DN1HGCQW\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Nonstick Bakeware Baking Pan / Nonstick Cake Pan, Rectangle - 9 Inch x 13 Inch, Gray\", \"asin\": \"B00008W70F\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Nonstick frying pan skillet, swiss granite coating pan, egg omelette pan, pfoa free, chef pan healthy stone (9.5 inches)\", \"asin\": \"B0DBR2NJ81\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 17 left in stock - order soon.\"},\n{\"title\": \"Winco AFP-8S Commercial-Grade Aluminium Fry Pan/Skillet, 8\\\", Silver\", \"asin\": \"B0C6W9SB3Q\", \"price\": \"$13.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)\", \"asin\": \"B0DKJCRF91\", \"price\": \"$12.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"Nonstick Square Cake Pan\", \"asin\": \"B00008W70H\", \"price\": \"$5.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"8-Inch Pink Nonstick Egg Pan, PFOA-Free Stone Cookware Skillet, Induction Compatible\", \"asin\": \"B095NQVPCN\", \"price\": \"$14.44\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Non Stick Crepe Pan with Detachable Handle, 8 Inch Cast Aluminium Dosa Tawa Tortilla Pan, Pancake Pan Induction Compatible - Black\", \"asin\": \"B0CLP5W2MT\", \"price\": \"$11.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Winco AFP-8XC Commercial-Grade Aluminium Fry Pan/Skillet, 8\\\", Silver\", \"asin\": \"B0BZJWJWGY\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 10 left in stock (more on the way).\"},\n{\"title\": \"IMUSA USA Woodlook 8\\\" Black Stone Fry Pan Handle and Speckled Nonstick Interior, 8\\\"\", \"asin\": \"B07BN2G5Q9\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKENMASTER Bakken-Swiss 2-Piece Mini Nonstick Egg Pan & Omelet Pan \\u2013 Egg Pan [5.5''] with Marble Coating Non-Stick, Skillet, Eco-Friendly \\u2013for Eggs Pancakes, for All Stoves - Non Toxic\", \"asin\": \"B0CLCTSXMT\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and More - Non-Stick Marble Coating Skillet Induction Compatible\", \"asin\": \"B0BJJYGH43\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GoodCook Everyday Nonstick Steel Square Pan, 8\\\", Gray\", \"asin\": \"B0026RHHZ6\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA USA 10\\\" Carbon Steel Coated Nonstick Paella Pan, Black, Red Handles\", \"asin\": \"B07XZVH83R\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Bakeware Springform Baking Pan, Round Nonstick Cheesecake Pan - 9 Inch, Gray\", \"asin\": \"B00008W70M\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)\", \"asin\": \"B0CNTQ614D\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"9.5\\\" Non-stick Cake Pan, Heavy Duty Carbon Steel Fluted Tube Round Baking Pan,Buntz Pound Cake Pan Mold,Tube Bakeware,Baking Mold for Jello,Gelatin,Chocoflan,Flan\", \"asin\": \"B0D9YJFJRP\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Granitestone Blue Mini Nonstick Egg Pan & Omelet Pan \\u2013 5.5\\u201d Single Serve Egg Nonstick/Skillet, Diamond Infused, Small Frying Designed for Eggs Pancakes, Non Toxic, Dishwasher Safe\", \"asin\": \"B084BNZDXB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GoodCook AirPerfect Nonstick 16\\u201d Pizza Pan \\u2013 Pizza Tray for Oven, Perforated Round Pizza Pan, Carbon Steel Baking Pan, Homemade, Frozen & Leftover Slices\", \"asin\": \"B097FDW796\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family\", \"asin\": \"B0BK36VVR9\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Winco Commercial-Grade Aluminium Fry Pan/Skillet, Natural Finish with Cool Touch Handle, 8\\\"\", \"asin\": \"B001BFZ1N4\", \"price\": \"$14.40\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family\", \"asin\": \"B0BK36VVR9\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)\", \"asin\": \"B0CNTQ614D\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T08:14:16.906Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-13T08:14:16.906Z
click_product
B0DK41Q2HZ
rule
train
2,789
2025-04-13T08:14:16.906Z
click_product
B0DK41Q2HZ
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:01:43.860Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:28.291Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:02:54.239Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:54.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:58.571Z", "action": "input", "action_argument": "bag"} {"timestamp": "2025-04-12T04:03:00.956Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:03:23.008Z", "action": "input", "action_argument": "hefty ultra strong 13 gallon trash bags"} {"timestamp": "2025-04-13T06:34:29.262Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:43.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:50.655Z", "action": "input", "action_argument": "stainless steel pan"} {"timestamp": "2025-04-13T06:34:51.119Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:35:18.020Z", "action": "click_product", "action_argument": "B0DB42KNBC"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-13T08:10:23.124Z", "action": "input", "action_argument": "non stick pan"} {"timestamp": "2025-04-13T08:10:23.335Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T08:10:52.417Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:10:53.588Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:10:55.965Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:11.371Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:16.912Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:21.784Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:23.377Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:26.505Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:33.088Z", "action": "click_product", "action_argument": "B07SVBC6NV"} {"timestamp": "2025-04-13T08:12:14.111Z", "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": "non stick pan"}], "search_results": [{"title": "Blue Diamond Frying Pan 8\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue", "asin": "B08223PQFX", "price": "$14.98", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "GreenPan Rio Healthy Ceramic Nonstick 7\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black", "asin": "B07Y914BC6", "price": "$14.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')", "asin": "B08L973Z94", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "IMUSA Black USA IMU-25010TGT 10\" Nonstick Bistro Saute Pan, 10 Inch", "asin": "B07SVBC6NV", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Blue Diamond Frying Pan 8\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue", "asin": "B08223PQFX", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GreenLife Soft Grip Healthy Ceramic Nonstick 8\" Frying Pan, PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Non-Stick Kitchen Essentials, Grey", "asin": "B0DPR6K2BC", "price": "$14.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"}, {"title": "CAROTE 8 Inch Non Stick Frying Pans Non Stick Skillet, Egg Pan Omelet Pans, Stone Cookware Chef's Pan PFOA FREE", "asin": "B0D8LDCBFQ", "price": "$9.98", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 10 left in stock - order soon."}, {"title": "IMUSA 12\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black", "asin": "B0DK41Q2HZ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')", "asin": "B08L973Z94", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "IKTU Nonstick Frying Pan Skillet, 11\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free", "asin": "B0DN1HGCQW", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Farberware Nonstick Bakeware Baking Pan / Nonstick Cake Pan, Rectangle - 9 Inch x 13 Inch, Gray", "asin": "B00008W70F", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Nonstick frying pan skillet, swiss granite coating pan, egg omelette pan, pfoa free, chef pan healthy stone (9.5 inches)", "asin": "B0DBR2NJ81", "price": "$12.99", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 17 left in stock - order soon."}, {"title": "Winco AFP-8S Commercial-Grade Aluminium Fry Pan/Skillet, 8\", Silver", "asin": "B0C6W9SB3Q", "price": "$13.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)", "asin": "B0DKJCRF91", "price": "$12.99", "delivery": " Two-DayFREE delivery Tue, Apr 15 Only 3 left in stock - order soon."}, {"title": "Nonstick Square Cake Pan", "asin": "B00008W70H", "price": "$5.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "8-Inch Pink Nonstick Egg Pan, PFOA-Free Stone Cookware Skillet, Induction Compatible", "asin": "B095NQVPCN", "price": "$14.44", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GreenPan Rio Healthy Ceramic Nonstick 7\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black", "asin": "B07Y914BC6", "price": "$14.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Non Stick Crepe Pan with Detachable Handle, 8 Inch Cast Aluminium Dosa Tawa Tortilla Pan, Pancake Pan Induction Compatible - Black", "asin": "B0CLP5W2MT", "price": "$11.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Winco AFP-8XC Commercial-Grade Aluminium Fry Pan/Skillet, 8\", Silver", "asin": "B0BZJWJWGY", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Only 10 left in stock (more on the way)."}, {"title": "IMUSA USA Woodlook 8\" Black Stone Fry Pan Handle and Speckled Nonstick Interior, 8\"", "asin": "B07BN2G5Q9", "price": "$9.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "BAKKENMASTER Bakken-Swiss 2-Piece Mini Nonstick Egg Pan & Omelet Pan \u2013 Egg Pan [5.5''] with Marble Coating Non-Stick, Skillet, Eco-Friendly \u2013for Eggs Pancakes, for All Stoves - Non Toxic", "asin": "B0CLCTSXMT", "price": "$7.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and More - Non-Stick Marble Coating Skillet Induction Compatible", "asin": "B0BJJYGH43", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GoodCook Everyday Nonstick Steel Square Pan, 8\", Gray", "asin": "B0026RHHZ6", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "IMUSA USA 10\" Carbon Steel Coated Nonstick Paella Pan, Black, Red Handles", "asin": "B07XZVH83R", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Farberware Bakeware Springform Baking Pan, Round Nonstick Cheesecake Pan - 9 Inch, Gray", "asin": "B00008W70M", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)", "asin": "B0CNTQ614D", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "9.5\" Non-stick Cake Pan, Heavy Duty Carbon Steel Fluted Tube Round Baking Pan,Buntz Pound Cake Pan Mold,Tube Bakeware,Baking Mold for Jello,Gelatin,Chocoflan,Flan", "asin": "B0D9YJFJRP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Granitestone Blue Mini Nonstick Egg Pan & Omelet Pan \u2013 5.5\u201d Single Serve Egg Nonstick/Skillet, Diamond Infused, Small Frying Designed for Eggs Pancakes, Non Toxic, Dishwasher Safe", "asin": "B084BNZDXB", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GoodCook AirPerfect Nonstick 16\u201d Pizza Pan \u2013 Pizza Tray for Oven, Perforated Round Pizza Pan, Carbon Steel Baking Pan, Homemade, Frozen & Leftover Slices", "asin": "B097FDW796", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family", "asin": "B0BK36VVR9", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Winco Commercial-Grade Aluminium Fry Pan/Skillet, Natural Finish with Cool Touch Handle, 8\"", "asin": "B001BFZ1N4", "price": "$14.40", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family", "asin": "B0BK36VVR9", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)", "asin": "B0CNTQ614D", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-13T08:14:16.906Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-13T08:14:16.906Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DK41Q2HZ\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-13T08:14:16.906Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DK41Q2HZ\",}</answer>", "index": 2789, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n{\"timestamp\": \"2025-04-13T08:10:23.335Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T08:10:52.417Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:53.588Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:55.965Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:11.371Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:16.912Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:21.784Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:23.377Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:26.505Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:33.088Z\", \"action\": \"click_product\", \"action_argument\": \"B07SVBC6NV\"}\n{\"timestamp\": \"2025-04-13T08:12:14.111Z\", \"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\": \"non stick pan\"}],\n\"search_results\": [{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')\", \"asin\": \"B08L973Z94\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"IMUSA Black USA IMU-25010TGT 10\\\" Nonstick Bistro Saute Pan, 10 Inch\", \"asin\": \"B07SVBC6NV\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenLife Soft Grip Healthy Ceramic Nonstick 8\\\" Frying Pan, PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Non-Stick Kitchen Essentials, Grey\", \"asin\": \"B0DPR6K2BC\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"CAROTE 8 Inch Non Stick Frying Pans Non Stick Skillet, Egg Pan Omelet Pans, Stone Cookware Chef's Pan PFOA FREE\", \"asin\": \"B0D8LDCBFQ\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 10 left in stock - order soon.\"},\n{\"title\": \"IMUSA 12\\\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black\", \"asin\": \"B0DK41Q2HZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')\", \"asin\": \"B08L973Z94\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IKTU Nonstick Frying Pan Skillet, 11\\\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free\", \"asin\": \"B0DN1HGCQW\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Nonstick Bakeware Baking Pan / Nonstick Cake Pan, Rectangle - 9 Inch x 13 Inch, Gray\", \"asin\": \"B00008W70F\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Nonstick frying pan skillet, swiss granite coating pan, egg omelette pan, pfoa free, chef pan healthy stone (9.5 inches)\", \"asin\": \"B0DBR2NJ81\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 17 left in stock - order soon.\"},\n{\"title\": \"Winco AFP-8S Commercial-Grade Aluminium Fry Pan/Skillet, 8\\\", Silver\", \"asin\": \"B0C6W9SB3Q\", \"price\": \"$13.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)\", \"asin\": \"B0DKJCRF91\", \"price\": \"$12.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"Nonstick Square Cake Pan\", \"asin\": \"B00008W70H\", \"price\": \"$5.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"8-Inch Pink Nonstick Egg Pan, PFOA-Free Stone Cookware Skillet, Induction Compatible\", \"asin\": \"B095NQVPCN\", \"price\": \"$14.44\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Non Stick Crepe Pan with Detachable Handle, 8 Inch Cast Aluminium Dosa Tawa Tortilla Pan, Pancake Pan Induction Compatible - Black\", \"asin\": \"B0CLP5W2MT\", \"price\": \"$11.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Winco AFP-8XC Commercial-Grade Aluminium Fry Pan/Skillet, 8\\\", Silver\", \"asin\": \"B0BZJWJWGY\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 10 left in stock (more on the way).\"},\n{\"title\": \"IMUSA USA Woodlook 8\\\" Black Stone Fry Pan Handle and Speckled Nonstick Interior, 8\\\"\", \"asin\": \"B07BN2G5Q9\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKENMASTER Bakken-Swiss 2-Piece Mini Nonstick Egg Pan & Omelet Pan \\u2013 Egg Pan [5.5''] with Marble Coating Non-Stick, Skillet, Eco-Friendly \\u2013for Eggs Pancakes, for All Stoves - Non Toxic\", \"asin\": \"B0CLCTSXMT\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and More - Non-Stick Marble Coating Skillet Induction Compatible\", \"asin\": \"B0BJJYGH43\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GoodCook Everyday Nonstick Steel Square Pan, 8\\\", Gray\", \"asin\": \"B0026RHHZ6\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA USA 10\\\" Carbon Steel Coated Nonstick Paella Pan, Black, Red Handles\", \"asin\": \"B07XZVH83R\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Bakeware Springform Baking Pan, Round Nonstick Cheesecake Pan - 9 Inch, Gray\", \"asin\": \"B00008W70M\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)\", \"asin\": \"B0CNTQ614D\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"9.5\\\" Non-stick Cake Pan, Heavy Duty Carbon Steel Fluted Tube Round Baking Pan,Buntz Pound Cake Pan Mold,Tube Bakeware,Baking Mold for Jello,Gelatin,Chocoflan,Flan\", \"asin\": \"B0D9YJFJRP\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Granitestone Blue Mini Nonstick Egg Pan & Omelet Pan \\u2013 5.5\\u201d Single Serve Egg Nonstick/Skillet, Diamond Infused, Small Frying Designed for Eggs Pancakes, Non Toxic, Dishwasher Safe\", \"asin\": \"B084BNZDXB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GoodCook AirPerfect Nonstick 16\\u201d Pizza Pan \\u2013 Pizza Tray for Oven, Perforated Round Pizza Pan, Carbon Steel Baking Pan, Homemade, Frozen & Leftover Slices\", \"asin\": \"B097FDW796\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family\", \"asin\": \"B0BK36VVR9\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Winco Commercial-Grade Aluminium Fry Pan/Skillet, Natural Finish with Cool Touch Handle, 8\\\"\", \"asin\": \"B001BFZ1N4\", \"price\": \"$14.40\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family\", \"asin\": \"B0BK36VVR9\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)\", \"asin\": \"B0CNTQ614D\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T08:14:16.906Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n{\"timestamp\": \"2025-04-13T08:10:23.335Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T08:10:52.417Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:53.588Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:55.965Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:11.371Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:16.912Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:21.784Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:23.377Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:26.505Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:33.088Z\", \"action\": \"click_product\", \"action_argument\": \"B07SVBC6NV\"}\n{\"timestamp\": \"2025-04-13T08:12:14.111Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T08:14:16.906Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK41Q2HZ\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"non stick pan\"}],\n\"search_results\": [{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')\", \"asin\": \"B08L973Z94\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"IMUSA Black USA IMU-25010TGT 10\\\" Nonstick Bistro Saute Pan, 10 Inch\", \"asin\": \"B07SVBC6NV\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA 12\\\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black\", \"asin\": \"B0DK41Q2HZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenLife Soft Grip Healthy Ceramic Nonstick 8\\\" Frying Pan, PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Non-Stick Kitchen Essentials, Grey\", \"asin\": \"B0DPR6K2BC\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"CAROTE 8 Inch Non Stick Frying Pans Non Stick Skillet, Egg Pan Omelet Pans, Stone Cookware Chef's Pan PFOA FREE\", \"asin\": \"B0D8LDCBFQ\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 10 left in stock - order soon.\"},\n{\"title\": \"ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')\", \"asin\": \"B08L973Z94\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IKTU Nonstick Frying Pan Skillet, 11\\\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free\", \"asin\": \"B0DN1HGCQW\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Nonstick frying pan skillet, swiss granite coating pan, egg omelette pan, pfoa free, chef pan healthy stone (9.5 inches)\", \"asin\": \"B0DBR2NJ81\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 17 left in stock - order soon.\"},\n{\"title\": \"Farberware Nonstick Bakeware Baking Pan / Nonstick Cake Pan, Rectangle - 9 Inch x 13 Inch, Gray\", \"asin\": \"B00008W70F\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)\", \"asin\": \"B0DKJCRF91\", \"price\": \"$12.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"Winco AFP-8S Commercial-Grade Aluminium Fry Pan/Skillet, 8\\\", Silver\", \"asin\": \"B0C6W9SB3Q\", \"price\": \"$13.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Square Cake Pan\", \"asin\": \"B00008W70H\", \"price\": \"$5.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"8-Inch Pink Nonstick Egg Pan, PFOA-Free Stone Cookware Skillet, Induction Compatible\", \"asin\": \"B095NQVPCN\", \"price\": \"$14.44\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Non Stick Crepe Pan with Detachable Handle, 8 Inch Cast Aluminium Dosa Tawa Tortilla Pan, Pancake Pan Induction Compatible - Black\", \"asin\": \"B0CLP5W2MT\", \"price\": \"$11.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and More - Non-Stick Marble Coating Skillet Induction Compatible\", \"asin\": \"B0BJJYGH43\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA USA Woodlook 8\\\" Black Stone Fry Pan Handle and Speckled Nonstick Interior, 8\\\"\", \"asin\": \"B07BN2G5Q9\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKENMASTER Bakken-Swiss 2-Piece Mini Nonstick Egg Pan & Omelet Pan \\u2013 Egg Pan [5.5''] with Marble Coating Non-Stick, Skillet, Eco-Friendly \\u2013for Eggs Pancakes, for All Stoves - Non Toxic\", \"asin\": \"B0CLCTSXMT\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GoodCook Everyday Nonstick Steel Square Pan, 8\\\", Gray\", \"asin\": \"B0026RHHZ6\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA USA 10\\\" Carbon Steel Coated Nonstick Paella Pan, Black, Red Handles\", \"asin\": \"B07XZVH83R\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Bakeware Springform Baking Pan, Round Nonstick Cheesecake Pan - 9 Inch, Gray\", \"asin\": \"B00008W70M\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)\", \"asin\": \"B0CNTQ614D\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Winco AFP-8XC Commercial-Grade Aluminium Fry Pan/Skillet, 8\\\", Silver\", \"asin\": \"B0BZJWJWGY\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 10 left in stock (more on the way).\"},\n{\"title\": \"Granitestone Blue Mini Nonstick Egg Pan & Omelet Pan \\u2013 5.5\\u201d Single Serve Egg Nonstick/Skillet, Diamond Infused, Small Frying Designed for Eggs Pancakes, Non Toxic, Dishwasher Safe\", \"asin\": \"B084BNZDXB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"9.5\\\" Non-stick Cake Pan, Heavy Duty Carbon Steel Fluted Tube Round Baking Pan,Buntz Pound Cake Pan Mold,Tube Bakeware,Baking Mold for Jello,Gelatin,Chocoflan,Flan\", \"asin\": \"B0D9YJFJRP\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GoodCook AirPerfect Nonstick 16\\u201d Pizza Pan \\u2013 Pizza Tray for Oven, Perforated Round Pizza Pan, Carbon Steel Baking Pan, Homemade, Frozen & Leftover Slices\", \"asin\": \"B097FDW796\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family\", \"asin\": \"B0BK36VVR9\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Winco Commercial-Grade Aluminium Fry Pan/Skillet, Natural Finish with Cool Touch Handle, 8\\\"\", \"asin\": \"B001BFZ1N4\", \"price\": \"$14.40\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family\", \"asin\": \"B0BK36VVR9\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)\", \"asin\": \"B0CNTQ614D\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T08:14:37.737Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-13T08:14:37.737Z
click_product
B0DN1HGCQW
rule
train
2,790
2025-04-13T08:14:37.737Z
click_product
B0DN1HGCQW
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:01:43.860Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:28.291Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:02:54.239Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:54.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:58.571Z", "action": "input", "action_argument": "bag"} {"timestamp": "2025-04-12T04:03:00.956Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:03:23.008Z", "action": "input", "action_argument": "hefty ultra strong 13 gallon trash bags"} {"timestamp": "2025-04-13T06:34:29.262Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:43.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:50.655Z", "action": "input", "action_argument": "stainless steel pan"} {"timestamp": "2025-04-13T06:34:51.119Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:35:18.020Z", "action": "click_product", "action_argument": "B0DB42KNBC"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-13T08:10:23.124Z", "action": "input", "action_argument": "non stick pan"} {"timestamp": "2025-04-13T08:10:23.335Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T08:10:52.417Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:10:53.588Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:10:55.965Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:11.371Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:16.912Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:21.784Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:23.377Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:26.505Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:33.088Z", "action": "click_product", "action_argument": "B07SVBC6NV"} {"timestamp": "2025-04-13T08:12:14.111Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T08:14:16.906Z", "action": "click_product", "action_argument": "B0DK41Q2HZ"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "non stick pan"}], "search_results": [{"title": "Blue Diamond Frying Pan 8\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue", "asin": "B08223PQFX", "price": "$14.98", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "GreenPan Rio Healthy Ceramic Nonstick 7\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black", "asin": "B07Y914BC6", "price": "$14.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')", "asin": "B08L973Z94", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "IMUSA Black USA IMU-25010TGT 10\" Nonstick Bistro Saute Pan, 10 Inch", "asin": "B07SVBC6NV", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Blue Diamond Frying Pan 8\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue", "asin": "B08223PQFX", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "IMUSA 12\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black", "asin": "B0DK41Q2HZ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GreenLife Soft Grip Healthy Ceramic Nonstick 8\" Frying Pan, PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Non-Stick Kitchen Essentials, Grey", "asin": "B0DPR6K2BC", "price": "$14.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"}, {"title": "CAROTE 8 Inch Non Stick Frying Pans Non Stick Skillet, Egg Pan Omelet Pans, Stone Cookware Chef's Pan PFOA FREE", "asin": "B0D8LDCBFQ", "price": "$9.98", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 10 left in stock - order soon."}, {"title": "ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')", "asin": "B08L973Z94", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "IKTU Nonstick Frying Pan Skillet, 11\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free", "asin": "B0DN1HGCQW", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Nonstick frying pan skillet, swiss granite coating pan, egg omelette pan, pfoa free, chef pan healthy stone (9.5 inches)", "asin": "B0DBR2NJ81", "price": "$12.99", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 17 left in stock - order soon."}, {"title": "Farberware Nonstick Bakeware Baking Pan / Nonstick Cake Pan, Rectangle - 9 Inch x 13 Inch, Gray", "asin": "B00008W70F", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)", "asin": "B0DKJCRF91", "price": "$12.99", "delivery": " Two-DayFREE delivery Tue, Apr 15 Only 3 left in stock - order soon."}, {"title": "Winco AFP-8S Commercial-Grade Aluminium Fry Pan/Skillet, 8\", Silver", "asin": "B0C6W9SB3Q", "price": "$13.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Nonstick Square Cake Pan", "asin": "B00008W70H", "price": "$5.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "8-Inch Pink Nonstick Egg Pan, PFOA-Free Stone Cookware Skillet, Induction Compatible", "asin": "B095NQVPCN", "price": "$14.44", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GreenPan Rio Healthy Ceramic Nonstick 7\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black", "asin": "B07Y914BC6", "price": "$14.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Non Stick Crepe Pan with Detachable Handle, 8 Inch Cast Aluminium Dosa Tawa Tortilla Pan, Pancake Pan Induction Compatible - Black", "asin": "B0CLP5W2MT", "price": "$11.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and More - Non-Stick Marble Coating Skillet Induction Compatible", "asin": "B0BJJYGH43", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "IMUSA USA Woodlook 8\" Black Stone Fry Pan Handle and Speckled Nonstick Interior, 8\"", "asin": "B07BN2G5Q9", "price": "$9.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "BAKKENMASTER Bakken-Swiss 2-Piece Mini Nonstick Egg Pan & Omelet Pan \u2013 Egg Pan [5.5''] with Marble Coating Non-Stick, Skillet, Eco-Friendly \u2013for Eggs Pancakes, for All Stoves - Non Toxic", "asin": "B0CLCTSXMT", "price": "$7.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GoodCook Everyday Nonstick Steel Square Pan, 8\", Gray", "asin": "B0026RHHZ6", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "IMUSA USA 10\" Carbon Steel Coated Nonstick Paella Pan, Black, Red Handles", "asin": "B07XZVH83R", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Farberware Bakeware Springform Baking Pan, Round Nonstick Cheesecake Pan - 9 Inch, Gray", "asin": "B00008W70M", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)", "asin": "B0CNTQ614D", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Winco AFP-8XC Commercial-Grade Aluminium Fry Pan/Skillet, 8\", Silver", "asin": "B0BZJWJWGY", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Only 10 left in stock (more on the way)."}, {"title": "Granitestone Blue Mini Nonstick Egg Pan & Omelet Pan \u2013 5.5\u201d Single Serve Egg Nonstick/Skillet, Diamond Infused, Small Frying Designed for Eggs Pancakes, Non Toxic, Dishwasher Safe", "asin": "B084BNZDXB", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "9.5\" Non-stick Cake Pan, Heavy Duty Carbon Steel Fluted Tube Round Baking Pan,Buntz Pound Cake Pan Mold,Tube Bakeware,Baking Mold for Jello,Gelatin,Chocoflan,Flan", "asin": "B0D9YJFJRP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "GoodCook AirPerfect Nonstick 16\u201d Pizza Pan \u2013 Pizza Tray for Oven, Perforated Round Pizza Pan, Carbon Steel Baking Pan, Homemade, Frozen & Leftover Slices", "asin": "B097FDW796", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family", "asin": "B0BK36VVR9", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"}, {"title": "Winco Commercial-Grade Aluminium Fry Pan/Skillet, Natural Finish with Cool Touch Handle, 8\"", "asin": "B001BFZ1N4", "price": "$14.40", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family", "asin": "B0BK36VVR9", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}, {"title": "Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)", "asin": "B0CNTQ614D", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 14 "}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-13T08:14:37.737Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-13T08:14:37.737Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DN1HGCQW\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-13T08:14:37.737Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DN1HGCQW\",}</answer>", "index": 2790, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n{\"timestamp\": \"2025-04-13T08:10:23.335Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T08:10:52.417Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:53.588Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:55.965Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:11.371Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:16.912Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:21.784Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:23.377Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:26.505Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:33.088Z\", \"action\": \"click_product\", \"action_argument\": \"B07SVBC6NV\"}\n{\"timestamp\": \"2025-04-13T08:12:14.111Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T08:14:16.906Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK41Q2HZ\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"non stick pan\"}],\n\"search_results\": [{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')\", \"asin\": \"B08L973Z94\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"IMUSA Black USA IMU-25010TGT 10\\\" Nonstick Bistro Saute Pan, 10 Inch\", \"asin\": \"B07SVBC6NV\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Blue Diamond Frying Pan 8\\u201d Skillet, Diamond Infused Healthy Ceramic Nonstick, PFAS and PFOA-Free, Dishwasher and Oven Safe, Even Heating, Metal Utensil Safe, Warp Control Base, Blue\", \"asin\": \"B08223PQFX\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA 12\\\" Premier Ceramic Nonstick Fry Pan with Cool Touch Handle, Matte Black\", \"asin\": \"B0DK41Q2HZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenLife Soft Grip Healthy Ceramic Nonstick 8\\\" Frying Pan, PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Non-Stick Kitchen Essentials, Grey\", \"asin\": \"B0DPR6K2BC\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"CAROTE 8 Inch Non Stick Frying Pans Non Stick Skillet, Egg Pan Omelet Pans, Stone Cookware Chef's Pan PFOA FREE\", \"asin\": \"B0D8LDCBFQ\", \"price\": \"$9.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 10 left in stock - order soon.\"},\n{\"title\": \"ESLITE LIFE Nonstick Ceramic Frying Pan Skillet, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (Black, 8'')\", \"asin\": \"B08L973Z94\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IKTU Nonstick Frying Pan Skillet, 11\\\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free\", \"asin\": \"B0DN1HGCQW\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Nonstick frying pan skillet, swiss granite coating pan, egg omelette pan, pfoa free, chef pan healthy stone (9.5 inches)\", \"asin\": \"B0DBR2NJ81\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 17 left in stock - order soon.\"},\n{\"title\": \"Farberware Nonstick Bakeware Baking Pan / Nonstick Cake Pan, Rectangle - 9 Inch x 13 Inch, Gray\", \"asin\": \"B00008W70F\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Nonstick Frying Pan Skillet, Non Stick Granite Fry Pan with Glass Lid, Saute Pan with Cover (10 inch)\", \"asin\": \"B0DKJCRF91\", \"price\": \"$12.99\", \"delivery\": \" Two-DayFREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"Winco AFP-8S Commercial-Grade Aluminium Fry Pan/Skillet, 8\\\", Silver\", \"asin\": \"B0C6W9SB3Q\", \"price\": \"$13.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Nonstick Square Cake Pan\", \"asin\": \"B00008W70H\", \"price\": \"$5.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"8-Inch Pink Nonstick Egg Pan, PFOA-Free Stone Cookware Skillet, Induction Compatible\", \"asin\": \"B095NQVPCN\", \"price\": \"$14.44\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GreenPan Rio Healthy Ceramic Nonstick 7\\\" Frying Pan Skillet, PFAS-Free, Dishwasher Safe, Black\", \"asin\": \"B07Y914BC6\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Non Stick Crepe Pan with Detachable Handle, 8 Inch Cast Aluminium Dosa Tawa Tortilla Pan, Pancake Pan Induction Compatible - Black\", \"asin\": \"B0CLP5W2MT\", \"price\": \"$11.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Nonstick Crepe Pan, 8.5 Inch Griddle Pan, Fry Pans for Cooking Eggs, Omelettes, and More - Non-Stick Marble Coating Skillet Induction Compatible\", \"asin\": \"B0BJJYGH43\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA USA Woodlook 8\\\" Black Stone Fry Pan Handle and Speckled Nonstick Interior, 8\\\"\", \"asin\": \"B07BN2G5Q9\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"BAKKENMASTER Bakken-Swiss 2-Piece Mini Nonstick Egg Pan & Omelet Pan \\u2013 Egg Pan [5.5''] with Marble Coating Non-Stick, Skillet, Eco-Friendly \\u2013for Eggs Pancakes, for All Stoves - Non Toxic\", \"asin\": \"B0CLCTSXMT\", \"price\": \"$7.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GoodCook Everyday Nonstick Steel Square Pan, 8\\\", Gray\", \"asin\": \"B0026RHHZ6\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"IMUSA USA 10\\\" Carbon Steel Coated Nonstick Paella Pan, Black, Red Handles\", \"asin\": \"B07XZVH83R\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Farberware Bakeware Springform Baking Pan, Round Nonstick Cheesecake Pan - 9 Inch, Gray\", \"asin\": \"B00008W70M\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)\", \"asin\": \"B0CNTQ614D\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Winco AFP-8XC Commercial-Grade Aluminium Fry Pan/Skillet, 8\\\", Silver\", \"asin\": \"B0BZJWJWGY\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Only 10 left in stock (more on the way).\"},\n{\"title\": \"Granitestone Blue Mini Nonstick Egg Pan & Omelet Pan \\u2013 5.5\\u201d Single Serve Egg Nonstick/Skillet, Diamond Infused, Small Frying Designed for Eggs Pancakes, Non Toxic, Dishwasher Safe\", \"asin\": \"B084BNZDXB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"9.5\\\" Non-stick Cake Pan, Heavy Duty Carbon Steel Fluted Tube Round Baking Pan,Buntz Pound Cake Pan Mold,Tube Bakeware,Baking Mold for Jello,Gelatin,Chocoflan,Flan\", \"asin\": \"B0D9YJFJRP\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"GoodCook AirPerfect Nonstick 16\\u201d Pizza Pan \\u2013 Pizza Tray for Oven, Perforated Round Pizza Pan, Carbon Steel Baking Pan, Homemade, Frozen & Leftover Slices\", \"asin\": \"B097FDW796\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family\", \"asin\": \"B0BK36VVR9\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Winco Commercial-Grade Aluminium Fry Pan/Skillet, Natural Finish with Cool Touch Handle, 8\\\"\", \"asin\": \"B001BFZ1N4\", \"price\": \"$14.40\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Alpine Cuisine Fry Pan 7-Inch Nonstick Coating Gray, Frying Pans Nonstick for Stove with Stay Cool & Comfortable Handle, Durable Nonstick Cookware, Ideal for Family\", \"asin\": \"B0BK36VVR9\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"},\n{\"title\": \"Crepe Pan, Dosa Pan, 8.7 inch Nonstick Crepe Pan, Dosa Tawa Tortilla Pan, Induction Compatible (black)\", \"asin\": \"B0CNTQ614D\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 14 \"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T08:14:37.737Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n{\"timestamp\": \"2025-04-13T08:10:23.335Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T08:10:52.417Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:53.588Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:55.965Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:11.371Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:16.912Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:21.784Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:23.377Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:26.505Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:33.088Z\", \"action\": \"click_product\", \"action_argument\": \"B07SVBC6NV\"}\n{\"timestamp\": \"2025-04-13T08:12:14.111Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T08:14:16.906Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK41Q2HZ\"}\n{\"timestamp\": \"2025-04-13T08:14:37.737Z\", \"action\": \"click_product\", \"action_argument\": \"B0DN1HGCQW\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"non stick pan\"}],\n\"product_details\": [{\"asin\": \"B0DN1HGCQW\"},\n{\"title\": \"IKTU Nonstick Frying Pan Skillet, 11\\\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free\"},\n{\"price\": \"$12.99\"},\n{\"bullet_list\": \"Premium Healthy Coating: This frying pan features a triple-layer granite coating for durability, less oil use, and minimal smoke. PFOS & PFOA-free with SGS certification, ensuring healthier cooking. Universal Compatibility: Our non stick pan is perfectly suited for gas, electric, or induction cooktops. The cast aluminum construction ensures rapid, even heating and long-lasting durability. It's your perfect partner for effortless culinary creations! Eco-Friendly & Easy to Clean: Designed for convenience, our skillet nonstick is a breeze to clean. Simply wipe it down with a paper towel or rinse it under water for a sparkling clean finish, saving time, effort, and energy. Heat-Resistant Handle: The rivetless, integrated bakelite handle prevents rust, simplifies cleaning, stays cool during cooking, and includes a hanging hole for space-saving storage. Quality Assurance: We have strict quality standards for each piece of pan to ensure its superior quality. If your product has problems due to shipping or other reasons, please do not hesitate to contact us and we will solve your problem within 24h.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Mueller Frying Pan, Heavy Duty German Stone Coating Non Stick Frying Pans, No PFOA or APEO, Paella Pan, Dishwasher and Oven Safe, Even Heat Distribution, Cool Stainless Steel Handle, Light Grey\", \"asin\": \"B0DQ9F1LFP\", \"price\": \"$25.49\", \"quantity\": \"\"},\n{\"title\": \"Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green\", \"asin\": \"B0DVK7YZK1\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"11 Inch Non Stick Frying Pans Granite Coated with Pour Spout - Lightweight 2.9 Quar...\", \"asin\": \"B0D4C2VS5D\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"THE ROCK SOHO 11-Inch Nonstick Frying Pan \\u2013 Compact for Urban Kitchens, Nothing Sticks, Never Warps, Lasts Longer, Oven & Dishwasher Safe, Black\", \"asin\": \"B0DCGHPVTC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"12\\\" Frying Pan, Non-Stick Frying Pan with MaxArmor\\u2122 Coating, PFOA-Free, Stainless S...\", \"asin\": \"B0DQ8KZT3K\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"GreenLife Soft Grip Healthy Ceramic Nonstick 7\\\" and 10\\\" Frying Pan Set, Non Toxic PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Kitchen Essentials, Turquoise\", \"asin\": \"B00N5F9NMS\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Granitestone 8 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Hard Anodized Pan for Cooking Eggs, Omelette, Nonstick Skillet, Non Stick Induction Pans, Oven and Dishwasher Safe, Black\", \"asin\": \"B0DVJF45NR\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Nonstick Ceramic Frying Pan, 8/10/12 Inch, Metal Utensil Safe, PFOA & PFAS Free, Sc...\", \"asin\": \"B0BRTS5GMJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Vinchef Nonstick Frying Pan Anti Scratch,9.5 Inch Skillet Cast Aluminum Cookware, Induction Compatible\", \"asin\": \"B0C9Z11HN6\", \"price\": \"$17.04\", \"quantity\": \"\"},\n{\"title\": \"IKTU Blue Ceramic Skillet with Bird Knob Lid \\u2013 11\\\" Deep Nonstick Frying Pan, 4Qt Famlily Sized Saut\\u00e9 Pan | Induction Ready, PFOA-Free & Dishwasher Safe\", \"asin\": \"B0DP2G7F58\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Granitestone 8 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Hard Anodized Pan for Cooking Eggs, Omelette, Nonstick Skillet, Non Stick Induction Pans, Oven and Dishwasher Safe, Black\", \"asin\": \"B0DVJF45NR\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green\", \"asin\": \"B0DVK7YZK1\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"THE ROCK SOHO 11-Inch Nonstick Frying Pan \\u2013 Compact for Urban Kitchens, Nothing Sticks, Never Warps, Lasts Longer, Oven & Dishwasher Safe, Black\", \"asin\": \"B0DCGHPVTC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch)\", \"asin\": \"B086PHS2V8\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"GreenLife Arte 5.1QT 12\\u201d Wok, Healthy Ceramic Nonstick, Induction Suitable, Non Toxic PFAS & PFOA-Free, All in One Multi-Purpose Cooking, Fry, Boil, Stay Cool Handles, Dishwasher Safe, Blue Haze\", \"asin\": \"B0DB8JPBZ2\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"12\\\" Frying Pan, Non-Stick Frying Pan with MaxArmor\\u2122 Coating, PFOA-Free, Stainless S...\", \"asin\": \"B0DQ8KZT3K\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Non Stick Frying Pans, Hybrid Ceramic Frying Pan, Tri-Ply Stainless Steel Skillet, Non Toxic, PTFE Free, Dishwasher & Oven Safe, Compatible with All Cooktops, 10 Inch\", \"asin\": \"B0F3D2Z9M3\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Nonstick frying pan skillet, swiss granite coating pan, egg omelette pan, pfoa free...\", \"asin\": \"B0DBR2NJ81\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green\", \"asin\": \"B0DVK7YZK1\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"THE ROCK SOHO 11-Inch Nonstick Frying Pan \\u2013 Compact for Urban Kitchens, Nothing Sticks, Never Warps, Lasts Longer, Oven & Dishwasher Safe, Black\", \"asin\": \"B0DCGHPVTC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Nonstick Ceramic Frying Pan, 8/10/12 Inch, Metal Utensil Safe, PFOA & PFAS Free, Sc...\", \"asin\": \"B0BRTS5GMJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch)\", \"asin\": \"B086PHS2V8\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"9.5 Inch Non Stick Frying Pan Granite Coated with Pour Spout - 1.9 Quart Skillets &...\", \"asin\": \"B0D4BZXNHX\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"GreenLife Soft Grip Healthy Ceramic Nonstick 7\\\" and 10\\\" Frying Pan Set, Non Toxic PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Kitchen Essentials, Turquoise\", \"asin\": \"B00N5F9NMS\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"10.5 inches Frying Pan Nonstick Skillet 2.5 Qt Deep Non Stick Stainless Steel Saut\\u00e9...\", \"asin\": \"B0DGXTV1MJ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green\", \"asin\": \"B0DVK7YZK1\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Nonstick Ceramic Frying Pan, 8/10/12 Inch, Metal Utensil Safe, PFOA & PFAS Free, Sc...\", \"asin\": \"B0BRTS5GMJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"THE ROCK SOHO 11-Inch Nonstick Frying Pan \\u2013 Compact for Urban Kitchens, Nothing Sticks, Never Warps, Lasts Longer, Oven & Dishwasher Safe, Black\", \"asin\": \"B0DCGHPVTC\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"IKTU\\u00a0Nonstick Frying Pan Skillet, 11\\\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free\", \"asin\": \"B0DN1HGCQW\", \"price\": \"$12.99\"},\n{\"title\": \"MagCooker\\u00a09.5inch Nonstick Granite Frying Pan Skillet, Non Stick Omelette Fry Pans, Omelet Egg Pan, Stone Cookware Chef's Pan, Induction Compatible, PFOA Free\", \"asin\": \"B0DG2KWLC6\", \"price\": \"$19.99\"},\n{\"title\": \"ESLITE LIFE\\u00a0Nonstick Ceramic Frying Pan Skillet with Lid, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (White, 8\\\" w/Lid)\", \"asin\": \"B0CHFN4633\", \"price\": \"$18.99\"},\n{\"title\": \"CAROTE\\u00a0Nonstick Frying Pan Skillet,Non Stick Granite Fry Pan Egg Pan Omelet Pans, Stone Cookware Chef's Pan, PFOA Free,Induction Compatible(Classic Granite, 8-Inch)\", \"asin\": \"B0732NXYNS\", \"price\": \"$17.99\"},\n{\"title\": \"COOKLOVER\\u00a0Nonstick Frying Pan 100% PFOA Free Cookware Induction Skillet Stir Fry Pan (White, 7.9 inch)\", \"asin\": \"B088H1TVDN\", \"price\": \"$19.99\"},\n{\"title\": \"Caannasweis\\u00a0Nonstick Granite Frying Pan Skillet, Non Stick Omelette Frying Pans, Omelet Egg Pan, Stone Cookware Chef's Pan, Induction Compatible, PFOA Free (Gray, 8 Inch)\", \"asin\": \"B07Y9FHH58\", \"price\": \"$16.99\"}]\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\": \"2025-04-13T08:15:07.757Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-13T08:15:07.757Z
click
review
rule
train
2,791
2025-04-13T08:15:07.757Z
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": "2025-04-06T20:17:15.595Z", "action": "click_product", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:19:05.949Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:19:28.085Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T20:20:35.551Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-06T20:20:43.181Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T20:21:44.125Z", "action": "click_product", "action_argument": "B085V5PPP8"} {"timestamp": "2025-04-06T20:22:12.063Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:15.929Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-06T20:22:33.820Z", "action": "purchase", "action_argument": "B01NBFHFZN"} {"timestamp": "2025-04-07T18:55:02.426Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-07T18:55:18.282Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-07T18:55:56.869Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-08T07:33:10.826Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:33:16.243Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T07:34:09.769Z", "action": "click_product", "action_argument": "B07GRNX5FJ"} {"timestamp": "2025-04-08T07:35:41.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:36.003Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-12T04:01:36.960Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:01:41.203Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:01:43.860Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:28.291Z", "action": "input", "action_argument": "sports shoes"} {"timestamp": "2025-04-12T04:02:54.239Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:54.701Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:02:58.571Z", "action": "input", "action_argument": "bag"} {"timestamp": "2025-04-12T04:03:00.956Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-12T04:03:23.008Z", "action": "input", "action_argument": "hefty ultra strong 13 gallon trash bags"} {"timestamp": "2025-04-13T06:34:29.262Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:43.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:34:50.655Z", "action": "input", "action_argument": "stainless steel pan"} {"timestamp": "2025-04-13T06:34:51.119Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T06:35:18.020Z", "action": "click_product", "action_argument": "B0DB42KNBC"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-13T08:10:23.124Z", "action": "input", "action_argument": "non stick pan"} {"timestamp": "2025-04-13T08:10:23.335Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T08:10:52.417Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:10:53.588Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:10:55.965Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:11.371Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:16.912Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:21.784Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:23.377Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:26.505Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-13T08:11:33.088Z", "action": "click_product", "action_argument": "B07SVBC6NV"} {"timestamp": "2025-04-13T08:12:14.111Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-13T08:14:16.906Z", "action": "click_product", "action_argument": "B0DK41Q2HZ"} {"timestamp": "2025-04-13T08:14:37.737Z", "action": "click_product", "action_argument": "B0DN1HGCQW"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "non stick pan"}], "product_details": [{"asin": "B0DN1HGCQW"}, {"title": "IKTU Nonstick Frying Pan Skillet, 11\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free"}, {"price": "$12.99"}, {"bullet_list": "Premium Healthy Coating: This frying pan features a triple-layer granite coating for durability, less oil use, and minimal smoke. PFOS & PFOA-free with SGS certification, ensuring healthier cooking. Universal Compatibility: Our non stick pan is perfectly suited for gas, electric, or induction cooktops. The cast aluminum construction ensures rapid, even heating and long-lasting durability. It's your perfect partner for effortless culinary creations! Eco-Friendly & Easy to Clean: Designed for convenience, our skillet nonstick is a breeze to clean. Simply wipe it down with a paper towel or rinse it under water for a sparkling clean finish, saving time, effort, and energy. Heat-Resistant Handle: The rivetless, integrated bakelite handle prevents rust, simplifies cleaning, stays cool during cooking, and includes a hanging hole for space-saving storage. Quality Assurance: We have strict quality standards for each piece of pan to ensure its superior quality. If your product has problems due to shipping or other reasons, please do not hesitate to contact us and we will solve your problem within 24h."}], "product_quantity": [{"quantity": "1"}], "promotion_items": [{"title": "Mueller Frying Pan, Heavy Duty German Stone Coating Non Stick Frying Pans, No PFOA or APEO, Paella Pan, Dishwasher and Oven Safe, Even Heat Distribution, Cool Stainless Steel Handle, Light Grey", "asin": "B0DQ9F1LFP", "price": "$25.49", "quantity": ""}, {"title": "Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green", "asin": "B0DVK7YZK1", "price": "$19.98", "quantity": ""}, {"title": "11 Inch Non Stick Frying Pans Granite Coated with Pour Spout - Lightweight 2.9 Quar...", "asin": "B0D4C2VS5D", "price": "$29.99", "quantity": ""}, {"title": "THE ROCK SOHO 11-Inch Nonstick Frying Pan \u2013 Compact for Urban Kitchens, Nothing Sticks, Never Warps, Lasts Longer, Oven & Dishwasher Safe, Black", "asin": "B0DCGHPVTC", "price": "$29.99", "quantity": ""}, {"title": "12\" Frying Pan, Non-Stick Frying Pan with MaxArmor\u2122 Coating, PFOA-Free, Stainless S...", "asin": "B0DQ8KZT3K", "price": "$19.99", "quantity": ""}, {"title": "GreenLife Soft Grip Healthy Ceramic Nonstick 7\" and 10\" Frying Pan Set, Non Toxic PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Kitchen Essentials, Turquoise", "asin": "B00N5F9NMS", "price": "$24.99", "quantity": ""}, {"title": "Granitestone 8 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Hard Anodized Pan for Cooking Eggs, Omelette, Nonstick Skillet, Non Stick Induction Pans, Oven and Dishwasher Safe, Black", "asin": "B0DVJF45NR", "price": "$19.98", "quantity": ""}, {"title": "Nonstick Ceramic Frying Pan, 8/10/12 Inch, Metal Utensil Safe, PFOA & PFAS Free, Sc...", "asin": "B0BRTS5GMJ", "price": "$19.99", "quantity": ""}, {"title": "Vinchef Nonstick Frying Pan Anti Scratch,9.5 Inch Skillet Cast Aluminum Cookware, Induction Compatible", "asin": "B0C9Z11HN6", "price": "$17.04", "quantity": ""}, {"title": "IKTU Blue Ceramic Skillet with Bird Knob Lid \u2013 11\" Deep Nonstick Frying Pan, 4Qt Famlily Sized Saut\u00e9 Pan | Induction Ready, PFOA-Free & Dishwasher Safe", "asin": "B0DP2G7F58", "price": "$29.99", "quantity": ""}, {"title": "Granitestone 8 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Hard Anodized Pan for Cooking Eggs, Omelette, Nonstick Skillet, Non Stick Induction Pans, Oven and Dishwasher Safe, Black", "asin": "B0DVJF45NR", "price": "$19.98", "quantity": ""}, {"title": "Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green", "asin": "B0DVK7YZK1", "price": "$19.98", "quantity": ""}, {"title": "THE ROCK SOHO 11-Inch Nonstick Frying Pan \u2013 Compact for Urban Kitchens, Nothing Sticks, Never Warps, Lasts Longer, Oven & Dishwasher Safe, Black", "asin": "B0DCGHPVTC", "price": "$29.99", "quantity": ""}, {"title": "SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch)", "asin": "B086PHS2V8", "price": "$17.99", "quantity": ""}, {"title": "GreenLife Arte 5.1QT 12\u201d Wok, Healthy Ceramic Nonstick, Induction Suitable, Non Toxic PFAS & PFOA-Free, All in One Multi-Purpose Cooking, Fry, Boil, Stay Cool Handles, Dishwasher Safe, Blue Haze", "asin": "B0DB8JPBZ2", "price": "$29.00", "quantity": ""}, {"title": "12\" Frying Pan, Non-Stick Frying Pan with MaxArmor\u2122 Coating, PFOA-Free, Stainless S...", "asin": "B0DQ8KZT3K", "price": "$19.99", "quantity": ""}, {"title": "Redchef Non Stick Frying Pans, Hybrid Ceramic Frying Pan, Tri-Ply Stainless Steel Skillet, Non Toxic, PTFE Free, Dishwasher & Oven Safe, Compatible with All Cooktops, 10 Inch", "asin": "B0F3D2Z9M3", "price": "$39.99", "quantity": ""}, {"title": "Nonstick frying pan skillet, swiss granite coating pan, egg omelette pan, pfoa free...", "asin": "B0DBR2NJ81", "price": "$12.99", "quantity": ""}, {"title": "Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green", "asin": "B0DVK7YZK1", "price": "$19.98", "quantity": ""}, {"title": "THE ROCK SOHO 11-Inch Nonstick Frying Pan \u2013 Compact for Urban Kitchens, Nothing Sticks, Never Warps, Lasts Longer, Oven & Dishwasher Safe, Black", "asin": "B0DCGHPVTC", "price": "$29.99", "quantity": ""}, {"title": "Nonstick Ceramic Frying Pan, 8/10/12 Inch, Metal Utensil Safe, PFOA & PFAS Free, Sc...", "asin": "B0BRTS5GMJ", "price": "$19.99", "quantity": ""}, {"title": "SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch)", "asin": "B086PHS2V8", "price": "$17.99", "quantity": ""}, {"title": "9.5 Inch Non Stick Frying Pan Granite Coated with Pour Spout - 1.9 Quart Skillets &...", "asin": "B0D4BZXNHX", "price": "$24.99", "quantity": ""}, {"title": "GreenLife Soft Grip Healthy Ceramic Nonstick 7\" and 10\" Frying Pan Set, Non Toxic PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Kitchen Essentials, Turquoise", "asin": "B00N5F9NMS", "price": "$24.99", "quantity": ""}, {"title": "10.5 inches Frying Pan Nonstick Skillet 2.5 Qt Deep Non Stick Stainless Steel Saut\u00e9...", "asin": "B0DGXTV1MJ", "price": "$33.99", "quantity": ""}, {"title": "Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green", "asin": "B0DVK7YZK1", "price": "$19.98", "quantity": ""}, {"title": "Nonstick Ceramic Frying Pan, 8/10/12 Inch, Metal Utensil Safe, PFOA & PFAS Free, Sc...", "asin": "B0BRTS5GMJ", "price": "$19.99", "quantity": ""}, {"title": "THE ROCK SOHO 11-Inch Nonstick Frying Pan \u2013 Compact for Urban Kitchens, Nothing Sticks, Never Warps, Lasts Longer, Oven & Dishwasher Safe, Black", "asin": "B0DCGHPVTC", "price": "$29.99", "quantity": ""}], "comparison_items": [{"title": "IKTU\u00a0Nonstick Frying Pan Skillet, 11\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free", "asin": "B0DN1HGCQW", "price": "$12.99"}, {"title": "MagCooker\u00a09.5inch Nonstick Granite Frying Pan Skillet, Non Stick Omelette Fry Pans, Omelet Egg Pan, Stone Cookware Chef's Pan, Induction Compatible, PFOA Free", "asin": "B0DG2KWLC6", "price": "$19.99"}, {"title": "ESLITE LIFE\u00a0Nonstick Ceramic Frying Pan Skillet with Lid, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (White, 8\" w/Lid)", "asin": "B0CHFN4633", "price": "$18.99"}, {"title": "CAROTE\u00a0Nonstick Frying Pan Skillet,Non Stick Granite Fry Pan Egg Pan Omelet Pans, Stone Cookware Chef's Pan, PFOA Free,Induction Compatible(Classic Granite, 8-Inch)", "asin": "B0732NXYNS", "price": "$17.99"}, {"title": "COOKLOVER\u00a0Nonstick Frying Pan 100% PFOA Free Cookware Induction Skillet Stir Fry Pan (White, 7.9 inch)", "asin": "B088H1TVDN", "price": "$19.99"}, {"title": "Caannasweis\u00a0Nonstick Granite Frying Pan Skillet, Non Stick Omelette Frying Pans, Omelet Egg Pan, Stone Cookware Chef's Pan, Induction Compatible, PFOA Free (Gray, 8 Inch)", "asin": "B07Y9FHH58", "price": "$16.99"}] <|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": "2025-04-13T08:15:07.757Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-13T08:15:07.757Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-13T08:15:07.757Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2791, "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\": \"2025-04-06T20:17:15.595Z\", \"action\": \"click_product\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:19:05.949Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:19:28.085Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:20:35.551Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-06T20:20:43.181Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T20:21:44.125Z\", \"action\": \"click_product\", \"action_argument\": \"B085V5PPP8\"}\n{\"timestamp\": \"2025-04-06T20:22:12.063Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:15.929Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:22:33.820Z\", \"action\": \"purchase\", \"action_argument\": \"B01NBFHFZN\"}\n{\"timestamp\": \"2025-04-07T18:55:02.426Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-07T18:55:18.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T18:55:56.869Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T07:33:10.826Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:33:16.243Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T07:34:09.769Z\", \"action\": \"click_product\", \"action_argument\": \"B07GRNX5FJ\"}\n{\"timestamp\": \"2025-04-08T07:35:41.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:36.003Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T04:01:36.960Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:01:41.203Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:01:43.860Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:28.291Z\", \"action\": \"input\", \"action_argument\": \"sports shoes\"}\n{\"timestamp\": \"2025-04-12T04:02:54.239Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:54.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:02:58.571Z\", \"action\": \"input\", \"action_argument\": \"bag\"}\n{\"timestamp\": \"2025-04-12T04:03:00.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T04:03:23.008Z\", \"action\": \"input\", \"action_argument\": \"hefty ultra strong 13 gallon trash bags\"}\n{\"timestamp\": \"2025-04-13T06:34:29.262Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:43.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:34:50.655Z\", \"action\": \"input\", \"action_argument\": \"stainless steel pan\"}\n{\"timestamp\": \"2025-04-13T06:34:51.119Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T06:35:18.020Z\", \"action\": \"click_product\", \"action_argument\": \"B0DB42KNBC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T08:10:23.124Z\", \"action\": \"input\", \"action_argument\": \"non stick pan\"}\n{\"timestamp\": \"2025-04-13T08:10:23.335Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T08:10:52.417Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:53.588Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:10:55.965Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:11.371Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:16.912Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:21.784Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:23.377Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:26.505Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-13T08:11:33.088Z\", \"action\": \"click_product\", \"action_argument\": \"B07SVBC6NV\"}\n{\"timestamp\": \"2025-04-13T08:12:14.111Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T08:14:16.906Z\", \"action\": \"click_product\", \"action_argument\": \"B0DK41Q2HZ\"}\n{\"timestamp\": \"2025-04-13T08:14:37.737Z\", \"action\": \"click_product\", \"action_argument\": \"B0DN1HGCQW\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"non stick pan\"}],\n\"product_details\": [{\"asin\": \"B0DN1HGCQW\"},\n{\"title\": \"IKTU Nonstick Frying Pan Skillet, 11\\\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free\"},\n{\"price\": \"$12.99\"},\n{\"bullet_list\": \"Premium Healthy Coating: This frying pan features a triple-layer granite coating for durability, less oil use, and minimal smoke. PFOS & PFOA-free with SGS certification, ensuring healthier cooking. Universal Compatibility: Our non stick pan is perfectly suited for gas, electric, or induction cooktops. The cast aluminum construction ensures rapid, even heating and long-lasting durability. It's your perfect partner for effortless culinary creations! Eco-Friendly & Easy to Clean: Designed for convenience, our skillet nonstick is a breeze to clean. Simply wipe it down with a paper towel or rinse it under water for a sparkling clean finish, saving time, effort, and energy. Heat-Resistant Handle: The rivetless, integrated bakelite handle prevents rust, simplifies cleaning, stays cool during cooking, and includes a hanging hole for space-saving storage. Quality Assurance: We have strict quality standards for each piece of pan to ensure its superior quality. If your product has problems due to shipping or other reasons, please do not hesitate to contact us and we will solve your problem within 24h.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Mueller Frying Pan, Heavy Duty German Stone Coating Non Stick Frying Pans, No PFOA or APEO, Paella Pan, Dishwasher and Oven Safe, Even Heat Distribution, Cool Stainless Steel Handle, Light Grey\", \"asin\": \"B0DQ9F1LFP\", \"price\": \"$25.49\", \"quantity\": \"\"},\n{\"title\": \"Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green\", \"asin\": \"B0DVK7YZK1\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"11 Inch Non Stick Frying Pans Granite Coated with Pour Spout - Lightweight 2.9 Quar...\", \"asin\": \"B0D4C2VS5D\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"THE ROCK SOHO 11-Inch Nonstick Frying Pan \\u2013 Compact for Urban Kitchens, Nothing Sticks, Never Warps, Lasts Longer, Oven & Dishwasher Safe, Black\", \"asin\": \"B0DCGHPVTC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"12\\\" Frying Pan, Non-Stick Frying Pan with MaxArmor\\u2122 Coating, PFOA-Free, Stainless S...\", \"asin\": \"B0DQ8KZT3K\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"GreenLife Soft Grip Healthy Ceramic Nonstick 7\\\" and 10\\\" Frying Pan Set, Non Toxic PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Kitchen Essentials, Turquoise\", \"asin\": \"B00N5F9NMS\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Granitestone 8 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Hard Anodized Pan for Cooking Eggs, Omelette, Nonstick Skillet, Non Stick Induction Pans, Oven and Dishwasher Safe, Black\", \"asin\": \"B0DVJF45NR\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Nonstick Ceramic Frying Pan, 8/10/12 Inch, Metal Utensil Safe, PFOA & PFAS Free, Sc...\", \"asin\": \"B0BRTS5GMJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Vinchef Nonstick Frying Pan Anti Scratch,9.5 Inch Skillet Cast Aluminum Cookware, Induction Compatible\", \"asin\": \"B0C9Z11HN6\", \"price\": \"$17.04\", \"quantity\": \"\"},\n{\"title\": \"IKTU Blue Ceramic Skillet with Bird Knob Lid \\u2013 11\\\" Deep Nonstick Frying Pan, 4Qt Famlily Sized Saut\\u00e9 Pan | Induction Ready, PFOA-Free & Dishwasher Safe\", \"asin\": \"B0DP2G7F58\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Granitestone 8 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Hard Anodized Pan for Cooking Eggs, Omelette, Nonstick Skillet, Non Stick Induction Pans, Oven and Dishwasher Safe, Black\", \"asin\": \"B0DVJF45NR\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green\", \"asin\": \"B0DVK7YZK1\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"THE ROCK SOHO 11-Inch Nonstick Frying Pan \\u2013 Compact for Urban Kitchens, Nothing Sticks, Never Warps, Lasts Longer, Oven & Dishwasher Safe, Black\", \"asin\": \"B0DCGHPVTC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch)\", \"asin\": \"B086PHS2V8\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"GreenLife Arte 5.1QT 12\\u201d Wok, Healthy Ceramic Nonstick, Induction Suitable, Non Toxic PFAS & PFOA-Free, All in One Multi-Purpose Cooking, Fry, Boil, Stay Cool Handles, Dishwasher Safe, Blue Haze\", \"asin\": \"B0DB8JPBZ2\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"12\\\" Frying Pan, Non-Stick Frying Pan with MaxArmor\\u2122 Coating, PFOA-Free, Stainless S...\", \"asin\": \"B0DQ8KZT3K\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Redchef Non Stick Frying Pans, Hybrid Ceramic Frying Pan, Tri-Ply Stainless Steel Skillet, Non Toxic, PTFE Free, Dishwasher & Oven Safe, Compatible with All Cooktops, 10 Inch\", \"asin\": \"B0F3D2Z9M3\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Nonstick frying pan skillet, swiss granite coating pan, egg omelette pan, pfoa free...\", \"asin\": \"B0DBR2NJ81\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green\", \"asin\": \"B0DVK7YZK1\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"THE ROCK SOHO 11-Inch Nonstick Frying Pan \\u2013 Compact for Urban Kitchens, Nothing Sticks, Never Warps, Lasts Longer, Oven & Dishwasher Safe, Black\", \"asin\": \"B0DCGHPVTC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Nonstick Ceramic Frying Pan, 8/10/12 Inch, Metal Utensil Safe, PFOA & PFAS Free, Sc...\", \"asin\": \"B0BRTS5GMJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SENSARTE Nonstick Frying Pan Skillet, Swiss Granite Coating Omelette Pan, Healthy Stone Cookware Chef's Pan, PFOA Free (8/9.5/10/11/12.5 Inch) (9.5 Inch)\", \"asin\": \"B086PHS2V8\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"9.5 Inch Non Stick Frying Pan Granite Coated with Pour Spout - 1.9 Quart Skillets &...\", \"asin\": \"B0D4BZXNHX\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"GreenLife Soft Grip Healthy Ceramic Nonstick 7\\\" and 10\\\" Frying Pan Set, Non Toxic PFAS & PFOA-Free, Dishwasher Safe, Egg Omelet Skillet, Cookware for Easy Cooking, Kitchen Essentials, Turquoise\", \"asin\": \"B00N5F9NMS\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"10.5 inches Frying Pan Nonstick Skillet 2.5 Qt Deep Non Stick Stainless Steel Saut\\u00e9...\", \"asin\": \"B0DGXTV1MJ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Granitetsone 10 Inch Non Stick Frying Pans Nonstick Frying Pan Skillet, Nonstick Pan for Cooking, Skillet for Eggs, Omelette, Non Stick Pans, Oven and Dishwasher Safe, Emerald Green\", \"asin\": \"B0DVK7YZK1\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Nonstick Ceramic Frying Pan, 8/10/12 Inch, Metal Utensil Safe, PFOA & PFAS Free, Sc...\", \"asin\": \"B0BRTS5GMJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"THE ROCK SOHO 11-Inch Nonstick Frying Pan \\u2013 Compact for Urban Kitchens, Nothing Sticks, Never Warps, Lasts Longer, Oven & Dishwasher Safe, Black\", \"asin\": \"B0DCGHPVTC\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"IKTU\\u00a0Nonstick Frying Pan Skillet, 11\\\" Non Stick Fry Pan Egg Pan Omelet Pans Non Stick Granite Fry Pan with Stay-Cool Handle Induction Compatible, PFOS/PFOA Free\", \"asin\": \"B0DN1HGCQW\", \"price\": \"$12.99\"},\n{\"title\": \"MagCooker\\u00a09.5inch Nonstick Granite Frying Pan Skillet, Non Stick Omelette Fry Pans, Omelet Egg Pan, Stone Cookware Chef's Pan, Induction Compatible, PFOA Free\", \"asin\": \"B0DG2KWLC6\", \"price\": \"$19.99\"},\n{\"title\": \"ESLITE LIFE\\u00a0Nonstick Ceramic Frying Pan Skillet with Lid, Non-Toxic Egg Omelette Kitchen Cooking Pans Compatible with All Stovetops (Gas, Electric & Induction), PTFE & PFOA Free (White, 8\\\" w/Lid)\", \"asin\": \"B0CHFN4633\", \"price\": \"$18.99\"},\n{\"title\": \"CAROTE\\u00a0Nonstick Frying Pan Skillet,Non Stick Granite Fry Pan Egg Pan Omelet Pans, Stone Cookware Chef's Pan, PFOA Free,Induction Compatible(Classic Granite, 8-Inch)\", \"asin\": \"B0732NXYNS\", \"price\": \"$17.99\"},\n{\"title\": \"COOKLOVER\\u00a0Nonstick Frying Pan 100% PFOA Free Cookware Induction Skillet Stir Fry Pan (White, 7.9 inch)\", \"asin\": \"B088H1TVDN\", \"price\": \"$19.99\"},\n{\"title\": \"Caannasweis\\u00a0Nonstick Granite Frying Pan Skillet, Non Stick Omelette Frying Pans, Omelet Egg Pan, Stone Cookware Chef's Pan, Induction Compatible, PFOA Free (Gray, 8 Inch)\", \"asin\": \"B07Y9FHH58\", \"price\": \"$16.99\"}]\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\": \"2025-04-13T08:15:07.757Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "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\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"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\": \"2025-04-22T19:06:21.102Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:06:21.102Z
input
oral b io
rule
train
2,792
2025-04-22T19:06:21.102Z
input
oral b io
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:06:21.102Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-22T19:06:21.102Z\",\"action\": \"input\",\"acion_argument\": \"oral b io\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-22T19:06:21.102Z\",\"action\": \"input\",\"acion_argument\": \"oral b io\",}</answer>", "index": 2792, "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\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"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\": \"2025-04-22T19:06:21.102Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:06:22.773Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:06:22.773Z
click
search
rule
train
2,793
2025-04-22T19:06:22.773Z
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": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "oral b io"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:06:22.773Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-22T19:06:22.773Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-22T19:06:22.773Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 2793, "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\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:06:22.773Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"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\": \"oral b io\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black\\n1 Count (Pack of 5)\", \"asin\": \"\", \"price\": \"$46.48\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\\nAdult1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\\nAdult1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\\nAdult1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\\nAdult1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$179.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black 1 Count (Pack of 5)\", \"asin\": \"B0DLHC3YQ3\", \"price\": \"$46.48\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case Adult1 Count (Pack of 1)\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1D8BRK2\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\"}],\n\"search_results\": [{\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, Black\", \"asin\": \"B0B5YPHMW8\", \"price\": \"$99.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, White with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HT9TSK\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black\", \"asin\": \"B0DLHC3YQ3\", \"price\": \"$46.48\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12\", \"asin\": \"B08YCVJKXV\", \"price\": \"$379.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Charcoal Metallic\", \"asin\": \"B07R8DQHZK\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"iO Series 9 Electric Toothbrush with 3 Replacement Brush Heads, Black Onyx\", \"asin\": \"B088CK6XJ4\", \"price\": \"$219.94\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"iO Series Ultimate Clean Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 4 count, Black\", \"asin\": \"B0B69KJH18\", \"price\": \"$38.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 4 Electric Toothbrush with (1) Brush Head, Rechargeable, White\", \"asin\": \"B0B5HTX7YW\", \"price\": \"$72.78\", \"delivery\": \"FREE delivery Sun, Apr 27 for Prime members Only 1 left in stock (more on the way).\"},\n{\"title\": \"iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"3DWhite Brilliance Deep Stain Remover Brilliant White Toothpaste - 3.1oz/2pk\", \"asin\": \"B0DPNGKZ9P\", \"price\": \"$20.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"DiamondClean Smart 9500 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Black, Model HX9923/11\", \"asin\": \"B0CM44GT41\", \"price\": \"$279.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06\", \"asin\": \"B07TBGP29C\", \"price\": \"$199.99\", \"delivery\": \" FREE delivery Fri, Apr 25 \"},\n{\"title\": \"Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 24 \"},\n{\"title\": \"iO Series 10 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Min Timer, 7 Cleaning Settings, 4 Replacement Toothbrush Heads, and Charging Travel Case, Black\", \"asin\": \"B0C2S65831\", \"price\": \"$379.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO3 Electric Toothbrush (1) with (1) Ultimate Clean Brush Head and (1) Charger\", \"asin\": \"B0BP69FS5K\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Ultimate Clean Electric Toothbrush Head, Twisted & Angled Bristles for Deeper Plaque Removal, Pack of 4, Suitable for Mailbox, Black\", \"asin\": \"B089F7N4XF\", \"price\": \"$34.84\", \"delivery\": \"FREE delivery for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$139.95\", \"delivery\": \"FREE delivery Apr 29 - May 1 for Prime members\"},\n{\"title\": \"IO Replacement Heads Compatible with Oral B iO 2/3/4/5/6/7/8/9/10 Series Electric Toothbrush, Medium Bristles Brush Heads Compatible with Oral B, Deep Clean and Sensitive Care, 8 Pack Black/White\", \"asin\": \"B0DR65F2BZ\", \"price\": \"$25.98\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 24 \"},\n{\"title\": \"Black Series PRO \\u2013 Ultra-Whitening Electric Toothbrush \\u2013 5 Modes & Smart Timers \\u2013 Premium Travel Case & 6 Proflex Brush Heads \\u2013 ADA Accepted Toothbrush\", \"asin\": \"B0DH1K553B\", \"price\": \"$59.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"R1 Rotating Electric Toothbrush with 8 Brush Heads for Adults and Kids, 60-Day Battery Life, 5 Modes Rechargeable Power Toothbrush with 2-Minute Smart Timer, Black\", \"asin\": \"B0CMQGFJYD\", \"price\": \"$24.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO3 Electric Toothbrush (1) with (1) Ultimate Clean Brush Head and (1) Charger\", \"asin\": \"B0BP5XSH7T\", \"price\": \"$69.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Gentle Care Electric Toothbrush Head, Twisted & Angled Bristles for Deeper Plaque Removal, Pack of 4 Toothbrush Heads, Suitable for Mailbox, White\", \"asin\": \"B089F523M8\", \"price\": \"$35.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Simple Clean Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head and 1 Black Travel Case - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0DLLGG2Z8\", \"price\": \"$70.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1D8BRK2\", \"price\": \"$59.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series Gentle Care Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 2 count, White\", \"asin\": \"B088CJ143C\", \"price\": \"$20.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 7 Electric Toothbrush with 2 Replacement Brush Heads, White Alabaster\", \"asin\": \"B088CFK5VQ\", \"price\": \"$180.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 5 Ultimate White Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YR3R5H\", \"price\": \"$99.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Pro 1000 CrossAction Electric Toothbrush, Black and White, 2 Count\", \"asin\": \"B07L5P2J8D\", \"price\": \"$89.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 8 Electric Toothbrush with 2 Replacement Brush Heads and Travel Case, Rechargeable Toothbrush, Whitealabaster\", \"asin\": \"B088CL4RKZ\", \"price\": \"$225.18\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"HEALTH AZ+ Oral B IO Ultimate Clean Toothbrush Head WHITE 4 Count\", \"asin\": \"B0D8TTGL72\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"iO Series 3 Electric Toothbrush with (1) Brush Head, Rechargeable, White\", \"asin\": \"B0B5HTKW2K\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Ultimate Clean Brush Heads to Make Your Mouth Feel Sensational\", \"asin\": \"B089MDLT2N\", \"price\": \"$29.22\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 7s Rechargeable Toothbrush with 2 Handles, 2 Chargers, 3 Brush Heads and 2 Deluxe Travel Cases\", \"asin\": \"B08NWHCY12\", \"price\": \"$274.95\", \"delivery\": \"FREE delivery Apr 29 - May 5 Or fastest delivery Apr 25 - 29 Only 3 left in stock - order soon.\"},\n{\"title\": \"iO Series Gentle Care Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 4 Count, Black\", \"asin\": \"B0B69LHG4B\", \"price\": \"$48.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"FlossAction Electric Toothbrush Replacement Brush Heads Refills, 5 Count\", \"asin\": \"B07Y8YPMCV\", \"price\": \"$44.50\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"iO Ultimate Cleaning Electric Toothbrush Heads, 8 Pieces, Ultimate Tooth Cleaning, Toothbrush Attachment for Oral-B Toothbrushes, Letterbox Enabled Packaging, Black\", \"asin\": \"B0B1DV8KG8\", \"price\": \"$50.60\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"CrossAction Electric Toothbrush Replacement Brush Heads Refill, 4ct\", \"asin\": \"B019MEPPIG\", \"price\": \"$39.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Ultimate White Replacement Brush Heads, White, 2 Count\", \"asin\": \"B0B91928YJ\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24 Only 15 left in stock - order soon.\"},\n{\"title\": \"Oral B Cross Action Electric Toothbrush Replacement Brush Heads Refill, 4Count\", \"asin\": \"B00LVUSVU4\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Genius X Limited Rechargeable Electric Toothbrush with 1 Replacement Brush Head, Travel Case, Midnight Black\", \"asin\": \"B084PPRXB5\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Pro 1000 Rechargeable Electric Toothbrush, Pink\", \"asin\": \"B07XF8NT4C\", \"price\": \"$49.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sensitive Gum Care Electric Toothbrush Replacement Brush Heads Refill, 3 Count\", \"asin\": \"B00006ANDK\", \"price\": \"$17.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush, Pure White with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1D7Y6V2\", \"price\": \"$56.66\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"iO Series 5 Rechargeable Toothbrush Dual Pack\", \"asin\": \"B0CFWLVL41\", \"price\": \"$169.98\", \"delivery\": \"FREE delivery May 4 - 11 for Prime members\"},\n{\"title\": \"iO 5 Brilliant Clean Electric Toothbrush, 2 Pack\", \"asin\": \"B0CJZ3VVBY\"},\n{\"title\": \"Pulsar, Battery Powered 3D White Advanced Vivid Soft Toothbrush Twin Pack, Tooth Brush Pack, Travel Essentials (Colors May Vary)\", \"asin\": \"B003E09CPM\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Specialised Clean Toothbrush Heads, Pack of 2 Counts\", \"asin\": \"B0B18RZPTK\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Pro 500 Electric Toothbrush with (1) Brush Head, Rechargeable, Black\", \"asin\": \"B0B6MDLZTN\", \"price\": \"$29.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Pro 1000 Rechargeable Electric Toothbrush, Black\", \"asin\": \"B01AKGRTUM\", \"price\": \"$49.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"8 Pcs IO Replacement Heads Compatible with Oral b iO 2/3/4/5/6/7/8/9/10 Series Electric Toothbrush, Brush Heads Compatible with Oral B, Intelligent Cleaning for Gum Care and Teeth Clean (Black/White)\", \"asin\": \"B0DSB8P7PF\", \"price\": \"$25.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Electric Toothbrush Head Replacement Brush, White, 5 Count (Fits Most Oral-B Brushes) (Previously Solimo)\", \"asin\": \"B08QWZHBTF\", \"price\": \"$20.36\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"G5S Smart Electric Toothbrush with 0.96'' Screen, Real-time Missed Area Feedback Electric Tooth Brush, 2 Brush Heads,150 Days Lasting, 3 Min Timer, Travel Case for Adults and Kids (Black)\", \"asin\": \"B0DLVDD7K9\", \"price\": \"$31.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Vitality FlossAction Electric Toothbrush with Replacement Brush Head, Black\", \"asin\": \"B07Y45NJ83\", \"price\": \"$33.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Only 19 left in stock - order soon.\"},\n{\"title\": \"iO Series 7G Electric Toothbrush with Replacement Brush Head, White Alabaster\", \"asin\": \"B088CK2927\", \"price\": \"$174.95\", \"delivery\": \"FREE delivery Fri, May 2 Or fastest delivery Thu, Apr 24 Only 1 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\": \"2025-04-22T19:07:22.708Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:07:22.708Z
click_product
B095FRGT35
rule
train
2,794
2025-04-22T19:07:22.708Z
click_product
B095FRGT35
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "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": "oral b io"}], "promotion_items": [{"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black\n1 Count (Pack of 5)", "asin": "", "price": "$46.48", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\nAdult1 Count (Pack of 1)", "asin": "", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\nAdult1 Count (Pack of 1)", "asin": "", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\nAdult1 Count (Pack of 1)", "asin": "", "price": "$99.99", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\nAdult1 Count (Pack of 1)", "asin": "", "price": "$179.96", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black 1 Count (Pack of 5)", "asin": "B0DLHC3YQ3", "price": "$46.48", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case Adult1 Count (Pack of 1)", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)", "asin": "B084X7BKF3", "price": "$179.96", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}], "ads": [{"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1D8BRK2"}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S"}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX"}], "search_results": [{"title": "iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer", "asin": "B072YVWBXH", "price": "$39.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, Black", "asin": "B0B5YPHMW8", "price": "$99.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Deep Clean Rechargeable Electric Powered Toothbrush, White with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HT9TSK", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black", "asin": "B0DLHC3YQ3", "price": "$46.48", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3", "price": "$179.96", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12", "asin": "B08YCVJKXV", "price": "$379.96", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Charcoal Metallic", "asin": "B07R8DQHZK", "price": "$39.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "iO Series 9 Electric Toothbrush with 3 Replacement Brush Heads, Black Onyx", "asin": "B088CK6XJ4", "price": "$219.94", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "iO Series Ultimate Clean Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 4 count, Black", "asin": "B0B69KJH18", "price": "$38.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series 4 Electric Toothbrush with (1) Brush Head, Rechargeable, White", "asin": "B0B5HTX7YW", "price": "$72.78", "delivery": "FREE delivery Sun, Apr 27 for Prime members Only 1 left in stock (more on the way)."}, {"title": "iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "3DWhite Brilliance Deep Stain Remover Brilliant White Toothpaste - 3.1oz/2pk", "asin": "B0DPNGKZ9P", "price": "$20.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "DiamondClean Smart 9500 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Black, Model HX9923/11", "asin": "B0CM44GT41", "price": "$279.96", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06", "asin": "B07TBGP29C", "price": "$199.99", "delivery": " FREE delivery Fri, Apr 25 "}, {"title": "Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included", "asin": "B07HFG93GK", "price": "$49.95", "delivery": " Two-DayFREE delivery Thu, Apr 24 "}, {"title": "iO Series 10 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Min Timer, 7 Cleaning Settings, 4 Replacement Toothbrush Heads, and Charging Travel Case, Black", "asin": "B0C2S65831", "price": "$379.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO3 Electric Toothbrush (1) with (1) Ultimate Clean Brush Head and (1) Charger", "asin": "B0BP69FS5K", "price": "$79.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Ultimate Clean Electric Toothbrush Head, Twisted & Angled Bristles for Deeper Plaque Removal, Pack of 4, Suitable for Mailbox, Black", "asin": "B089F7N4XF", "price": "$34.84", "delivery": "FREE delivery for Prime members Only 1 left in stock - order soon."}, {"title": "iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$139.95", "delivery": "FREE delivery Apr 29 - May 1 for Prime members"}, {"title": "IO Replacement Heads Compatible with Oral B iO 2/3/4/5/6/7/8/9/10 Series Electric Toothbrush, Medium Bristles Brush Heads Compatible with Oral B, Deep Clean and Sensitive Care, 8 Pack Black/White", "asin": "B0DR65F2BZ", "price": "$25.98", "delivery": " Two-DayFREE delivery Thu, Apr 24 "}, {"title": "Black Series PRO \u2013 Ultra-Whitening Electric Toothbrush \u2013 5 Modes & Smart Timers \u2013 Premium Travel Case & 6 Proflex Brush Heads \u2013 ADA Accepted Toothbrush", "asin": "B0DH1K553B", "price": "$59.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "R1 Rotating Electric Toothbrush with 8 Brush Heads for Adults and Kids, 60-Day Battery Life, 5 Modes Rechargeable Power Toothbrush with 2-Minute Smart Timer, Black", "asin": "B0CMQGFJYD", "price": "$24.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO3 Electric Toothbrush (1) with (1) Ultimate Clean Brush Head and (1) Charger", "asin": "B0BP5XSH7T", "price": "$69.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Gentle Care Electric Toothbrush Head, Twisted & Angled Bristles for Deeper Plaque Removal, Pack of 4 Toothbrush Heads, Suitable for Mailbox, White", "asin": "B089F523M8", "price": "$35.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Simple Clean Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head and 1 Black Travel Case - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0DLLGG2Z8", "price": "$70.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series 2 Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1D8BRK2", "price": "$59.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series Gentle Care Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 2 count, White", "asin": "B088CJ143C", "price": "$20.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series 7 Electric Toothbrush with 2 Replacement Brush Heads, White Alabaster", "asin": "B088CFK5VQ", "price": "$180.85", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series 5 Ultimate White Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YR3R5H", "price": "$99.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Pro 1000 CrossAction Electric Toothbrush, Black and White, 2 Count", "asin": "B07L5P2J8D", "price": "$89.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series 8 Electric Toothbrush with 2 Replacement Brush Heads and Travel Case, Rechargeable Toothbrush, Whitealabaster", "asin": "B088CL4RKZ", "price": "$225.18", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "HEALTH AZ+ Oral B IO Ultimate Clean Toothbrush Head WHITE 4 Count", "asin": "B0D8TTGL72", "price": "$27.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "iO Series 3 Electric Toothbrush with (1) Brush Head, Rechargeable, White", "asin": "B0B5HTKW2K", "price": "$79.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Ultimate Clean Brush Heads to Make Your Mouth Feel Sensational", "asin": "B089MDLT2N", "price": "$29.22", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series 7s Rechargeable Toothbrush with 2 Handles, 2 Chargers, 3 Brush Heads and 2 Deluxe Travel Cases", "asin": "B08NWHCY12", "price": "$274.95", "delivery": "FREE delivery Apr 29 - May 5 Or fastest delivery Apr 25 - 29 Only 3 left in stock - order soon."}, {"title": "iO Series Gentle Care Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 4 Count, Black", "asin": "B0B69LHG4B", "price": "$48.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "FlossAction Electric Toothbrush Replacement Brush Heads Refills, 5 Count", "asin": "B07Y8YPMCV", "price": "$44.50", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "iO Ultimate Cleaning Electric Toothbrush Heads, 8 Pieces, Ultimate Tooth Cleaning, Toothbrush Attachment for Oral-B Toothbrushes, Letterbox Enabled Packaging, Black", "asin": "B0B1DV8KG8", "price": "$50.60", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "CrossAction Electric Toothbrush Replacement Brush Heads Refill, 4ct", "asin": "B019MEPPIG", "price": "$39.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Ultimate White Replacement Brush Heads, White, 2 Count", "asin": "B0B91928YJ", "price": "$29.99", "delivery": " Two-Day FREE delivery Thu, Apr 24 Only 15 left in stock - order soon."}, {"title": "Oral B Cross Action Electric Toothbrush Replacement Brush Heads Refill, 4Count", "asin": "B00LVUSVU4", "price": "$15.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "Genius X Limited Rechargeable Electric Toothbrush with 1 Replacement Brush Head, Travel Case, Midnight Black", "asin": "B084PPRXB5", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Pro 1000 Rechargeable Electric Toothbrush, Pink", "asin": "B07XF8NT4C", "price": "$49.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sensitive Gum Care Electric Toothbrush Replacement Brush Heads Refill, 3 Count", "asin": "B00006ANDK", "price": "$17.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series 2 Rechargeable Electric Powered Toothbrush, Pure White with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1D7Y6V2", "price": "$56.66", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "iO Series 5 Rechargeable Toothbrush Dual Pack", "asin": "B0CFWLVL41", "price": "$169.98", "delivery": "FREE delivery May 4 - 11 for Prime members"}, {"title": "iO 5 Brilliant Clean Electric Toothbrush, 2 Pack", "asin": "B0CJZ3VVBY"}, {"title": "Pulsar, Battery Powered 3D White Advanced Vivid Soft Toothbrush Twin Pack, Tooth Brush Pack, Travel Essentials (Colors May Vary)", "asin": "B003E09CPM", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Specialised Clean Toothbrush Heads, Pack of 2 Counts", "asin": "B0B18RZPTK", "price": "$19.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Pro 500 Electric Toothbrush with (1) Brush Head, Rechargeable, Black", "asin": "B0B6MDLZTN", "price": "$29.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Pro 1000 Rechargeable Electric Toothbrush, Black", "asin": "B01AKGRTUM", "price": "$49.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "8 Pcs IO Replacement Heads Compatible with Oral b iO 2/3/4/5/6/7/8/9/10 Series Electric Toothbrush, Brush Heads Compatible with Oral B, Intelligent Cleaning for Gum Care and Teeth Clean (Black/White)", "asin": "B0DSB8P7PF", "price": "$25.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Electric Toothbrush Head Replacement Brush, White, 5 Count (Fits Most Oral-B Brushes) (Previously Solimo)", "asin": "B08QWZHBTF", "price": "$20.36", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "G5S Smart Electric Toothbrush with 0.96'' Screen, Real-time Missed Area Feedback Electric Tooth Brush, 2 Brush Heads,150 Days Lasting, 3 Min Timer, Travel Case for Adults and Kids (Black)", "asin": "B0DLVDD7K9", "price": "$31.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Vitality FlossAction Electric Toothbrush with Replacement Brush Head, Black", "asin": "B07Y45NJ83", "price": "$33.83", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Only 19 left in stock - order soon."}, {"title": "iO Series 7G Electric Toothbrush with Replacement Brush Head, White Alabaster", "asin": "B088CK2927", "price": "$174.95", "delivery": "FREE delivery Fri, May 2 Or fastest delivery Thu, Apr 24 Only 1 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": "2025-04-22T19:07:22.708Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-22T19:07:22.708Z\",\"action\": \"click_product\",\"acion_argument\": \"B095FRGT35\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-22T19:07:22.708Z\",\"action\": \"click_product\",\"acion_argument\": \"B095FRGT35\",}</answer>", "index": 2794, "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\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"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\": \"oral b io\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black\\n1 Count (Pack of 5)\", \"asin\": \"\", \"price\": \"$46.48\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\\nAdult1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\\nAdult1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\\nAdult1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\\nAdult1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$179.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black 1 Count (Pack of 5)\", \"asin\": \"B0DLHC3YQ3\", \"price\": \"$46.48\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case Adult1 Count (Pack of 1)\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1D8BRK2\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\"}],\n\"search_results\": [{\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, Black\", \"asin\": \"B0B5YPHMW8\", \"price\": \"$99.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, White with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HT9TSK\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black\", \"asin\": \"B0DLHC3YQ3\", \"price\": \"$46.48\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12\", \"asin\": \"B08YCVJKXV\", \"price\": \"$379.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Charcoal Metallic\", \"asin\": \"B07R8DQHZK\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"iO Series 9 Electric Toothbrush with 3 Replacement Brush Heads, Black Onyx\", \"asin\": \"B088CK6XJ4\", \"price\": \"$219.94\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"iO Series Ultimate Clean Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 4 count, Black\", \"asin\": \"B0B69KJH18\", \"price\": \"$38.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 4 Electric Toothbrush with (1) Brush Head, Rechargeable, White\", \"asin\": \"B0B5HTX7YW\", \"price\": \"$72.78\", \"delivery\": \"FREE delivery Sun, Apr 27 for Prime members Only 1 left in stock (more on the way).\"},\n{\"title\": \"iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"3DWhite Brilliance Deep Stain Remover Brilliant White Toothpaste - 3.1oz/2pk\", \"asin\": \"B0DPNGKZ9P\", \"price\": \"$20.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"DiamondClean Smart 9500 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Black, Model HX9923/11\", \"asin\": \"B0CM44GT41\", \"price\": \"$279.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06\", \"asin\": \"B07TBGP29C\", \"price\": \"$199.99\", \"delivery\": \" FREE delivery Fri, Apr 25 \"},\n{\"title\": \"Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 24 \"},\n{\"title\": \"iO Series 10 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Min Timer, 7 Cleaning Settings, 4 Replacement Toothbrush Heads, and Charging Travel Case, Black\", \"asin\": \"B0C2S65831\", \"price\": \"$379.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO3 Electric Toothbrush (1) with (1) Ultimate Clean Brush Head and (1) Charger\", \"asin\": \"B0BP69FS5K\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Ultimate Clean Electric Toothbrush Head, Twisted & Angled Bristles for Deeper Plaque Removal, Pack of 4, Suitable for Mailbox, Black\", \"asin\": \"B089F7N4XF\", \"price\": \"$34.84\", \"delivery\": \"FREE delivery for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$139.95\", \"delivery\": \"FREE delivery Apr 29 - May 1 for Prime members\"},\n{\"title\": \"IO Replacement Heads Compatible with Oral B iO 2/3/4/5/6/7/8/9/10 Series Electric Toothbrush, Medium Bristles Brush Heads Compatible with Oral B, Deep Clean and Sensitive Care, 8 Pack Black/White\", \"asin\": \"B0DR65F2BZ\", \"price\": \"$25.98\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 24 \"},\n{\"title\": \"Black Series PRO \\u2013 Ultra-Whitening Electric Toothbrush \\u2013 5 Modes & Smart Timers \\u2013 Premium Travel Case & 6 Proflex Brush Heads \\u2013 ADA Accepted Toothbrush\", \"asin\": \"B0DH1K553B\", \"price\": \"$59.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"R1 Rotating Electric Toothbrush with 8 Brush Heads for Adults and Kids, 60-Day Battery Life, 5 Modes Rechargeable Power Toothbrush with 2-Minute Smart Timer, Black\", \"asin\": \"B0CMQGFJYD\", \"price\": \"$24.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO3 Electric Toothbrush (1) with (1) Ultimate Clean Brush Head and (1) Charger\", \"asin\": \"B0BP5XSH7T\", \"price\": \"$69.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Gentle Care Electric Toothbrush Head, Twisted & Angled Bristles for Deeper Plaque Removal, Pack of 4 Toothbrush Heads, Suitable for Mailbox, White\", \"asin\": \"B089F523M8\", \"price\": \"$35.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Simple Clean Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head and 1 Black Travel Case - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0DLLGG2Z8\", \"price\": \"$70.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1D8BRK2\", \"price\": \"$59.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series Gentle Care Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 2 count, White\", \"asin\": \"B088CJ143C\", \"price\": \"$20.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 7 Electric Toothbrush with 2 Replacement Brush Heads, White Alabaster\", \"asin\": \"B088CFK5VQ\", \"price\": \"$180.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 5 Ultimate White Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YR3R5H\", \"price\": \"$99.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Pro 1000 CrossAction Electric Toothbrush, Black and White, 2 Count\", \"asin\": \"B07L5P2J8D\", \"price\": \"$89.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 8 Electric Toothbrush with 2 Replacement Brush Heads and Travel Case, Rechargeable Toothbrush, Whitealabaster\", \"asin\": \"B088CL4RKZ\", \"price\": \"$225.18\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"HEALTH AZ+ Oral B IO Ultimate Clean Toothbrush Head WHITE 4 Count\", \"asin\": \"B0D8TTGL72\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"iO Series 3 Electric Toothbrush with (1) Brush Head, Rechargeable, White\", \"asin\": \"B0B5HTKW2K\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Ultimate Clean Brush Heads to Make Your Mouth Feel Sensational\", \"asin\": \"B089MDLT2N\", \"price\": \"$29.22\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 7s Rechargeable Toothbrush with 2 Handles, 2 Chargers, 3 Brush Heads and 2 Deluxe Travel Cases\", \"asin\": \"B08NWHCY12\", \"price\": \"$274.95\", \"delivery\": \"FREE delivery Apr 29 - May 5 Or fastest delivery Apr 25 - 29 Only 3 left in stock - order soon.\"},\n{\"title\": \"iO Series Gentle Care Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 4 Count, Black\", \"asin\": \"B0B69LHG4B\", \"price\": \"$48.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"FlossAction Electric Toothbrush Replacement Brush Heads Refills, 5 Count\", \"asin\": \"B07Y8YPMCV\", \"price\": \"$44.50\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"iO Ultimate Cleaning Electric Toothbrush Heads, 8 Pieces, Ultimate Tooth Cleaning, Toothbrush Attachment for Oral-B Toothbrushes, Letterbox Enabled Packaging, Black\", \"asin\": \"B0B1DV8KG8\", \"price\": \"$50.60\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"CrossAction Electric Toothbrush Replacement Brush Heads Refill, 4ct\", \"asin\": \"B019MEPPIG\", \"price\": \"$39.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Ultimate White Replacement Brush Heads, White, 2 Count\", \"asin\": \"B0B91928YJ\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24 Only 15 left in stock - order soon.\"},\n{\"title\": \"Oral B Cross Action Electric Toothbrush Replacement Brush Heads Refill, 4Count\", \"asin\": \"B00LVUSVU4\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Genius X Limited Rechargeable Electric Toothbrush with 1 Replacement Brush Head, Travel Case, Midnight Black\", \"asin\": \"B084PPRXB5\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Pro 1000 Rechargeable Electric Toothbrush, Pink\", \"asin\": \"B07XF8NT4C\", \"price\": \"$49.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sensitive Gum Care Electric Toothbrush Replacement Brush Heads Refill, 3 Count\", \"asin\": \"B00006ANDK\", \"price\": \"$17.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush, Pure White with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1D7Y6V2\", \"price\": \"$56.66\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"iO Series 5 Rechargeable Toothbrush Dual Pack\", \"asin\": \"B0CFWLVL41\", \"price\": \"$169.98\", \"delivery\": \"FREE delivery May 4 - 11 for Prime members\"},\n{\"title\": \"iO 5 Brilliant Clean Electric Toothbrush, 2 Pack\", \"asin\": \"B0CJZ3VVBY\"},\n{\"title\": \"Pulsar, Battery Powered 3D White Advanced Vivid Soft Toothbrush Twin Pack, Tooth Brush Pack, Travel Essentials (Colors May Vary)\", \"asin\": \"B003E09CPM\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Specialised Clean Toothbrush Heads, Pack of 2 Counts\", \"asin\": \"B0B18RZPTK\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Pro 500 Electric Toothbrush with (1) Brush Head, Rechargeable, Black\", \"asin\": \"B0B6MDLZTN\", \"price\": \"$29.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Pro 1000 Rechargeable Electric Toothbrush, Black\", \"asin\": \"B01AKGRTUM\", \"price\": \"$49.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"8 Pcs IO Replacement Heads Compatible with Oral b iO 2/3/4/5/6/7/8/9/10 Series Electric Toothbrush, Brush Heads Compatible with Oral B, Intelligent Cleaning for Gum Care and Teeth Clean (Black/White)\", \"asin\": \"B0DSB8P7PF\", \"price\": \"$25.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Electric Toothbrush Head Replacement Brush, White, 5 Count (Fits Most Oral-B Brushes) (Previously Solimo)\", \"asin\": \"B08QWZHBTF\", \"price\": \"$20.36\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"G5S Smart Electric Toothbrush with 0.96'' Screen, Real-time Missed Area Feedback Electric Tooth Brush, 2 Brush Heads,150 Days Lasting, 3 Min Timer, Travel Case for Adults and Kids (Black)\", \"asin\": \"B0DLVDD7K9\", \"price\": \"$31.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Vitality FlossAction Electric Toothbrush with Replacement Brush Head, Black\", \"asin\": \"B07Y45NJ83\", \"price\": \"$33.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Only 19 left in stock - order soon.\"},\n{\"title\": \"iO Series 7G Electric Toothbrush with Replacement Brush Head, White Alabaster\", \"asin\": \"B088CK2927\", \"price\": \"$174.95\", \"delivery\": \"FREE delivery Fri, May 2 Or fastest delivery Thu, Apr 24 Only 1 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\": \"2025-04-22T19:07:22.708Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "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\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:00.292Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:08:00.292Z
click
review
rule
train
2,795
2025-04-22T19:08:00.292Z
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": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "oral b io"}], "product_details": [{"asin": "B095FRGT35"}, {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal"}, {"price": "$139.95"}, {"bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Grayopal"}, {"Size": "1 Count (Pack of 1)"}], "promotion_items": [{"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}], "comparison_items": [{"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:08:00.292Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-22T19:08:00.292Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-22T19:08:00.292Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2795, "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\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:00.292Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"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\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:02.521Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:08:02.521Z
click
review
rule
train
2,796
2025-04-22T19:08:02.521Z
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": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "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": "oral b io"}], "product_details": [{"asin": "B095FRGT35"}, {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal"}, {"price": "$139.95"}, {"bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Grayopal"}, {"Size": "1 Count (Pack of 1)"}], "promotion_items": [{"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}], "comparison_items": [{"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:08:02.521Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-22T19:08:02.521Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-22T19:08:02.521Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2796, "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\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"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\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:02.521Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"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\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:06.393Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:08:06.393Z
click
review
rule
train
2,797
2025-04-22T19:08:06.393Z
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": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "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": "oral b io"}], "product_details": [{"asin": "B095FRGT35"}, {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal"}, {"price": "$139.95"}, {"bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Grayopal"}, {"Size": "1 Count (Pack of 1)"}], "promotion_items": [{"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}], "comparison_items": [{"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:08:06.393Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-22T19:08:06.393Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-22T19:08:06.393Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2797, "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\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"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\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:06.393Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"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\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:08.644Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:08:08.644Z
click
review
rule
train
2,798
2025-04-22T19:08:08.644Z
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": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "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": "oral b io"}], "product_details": [{"asin": "B095FRGT35"}, {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal"}, {"price": "$139.95"}, {"bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Grayopal"}, {"Size": "1 Count (Pack of 1)"}], "promotion_items": [{"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}], "comparison_items": [{"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:08:08.644Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-22T19:08:08.644Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-22T19:08:08.644Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2798, "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\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"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\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:08.644Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "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\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"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\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:11.461Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:08:11.461Z
click
review
rule
train
2,799
2025-04-22T19:08:11.461Z
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": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "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": "oral b io"}], "product_details": [{"asin": "B095FRGT35"}, {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal"}, {"price": "$139.95"}, {"bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Grayopal"}, {"Size": "1 Count (Pack of 1)"}], "promotion_items": [{"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}], "comparison_items": [{"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:08:11.461Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-22T19:08:11.461Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-22T19:08:11.461Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 2799, "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\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"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\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:11.461Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }